Debug Information
Array
(
[meilisearch] => Array
(
[url] => https://msin.fadunews.in/indexes/zipri/search
[http_code] => 200
[response] => {"hits":[],"query":"Prompt-Tuning-In-Llm","processingTimeMs":1,"limit":3,"offset":0,"estimatedTotalHits":0}
[curl_error] =>
[parsed] => Array
(
[hits] => Array
(
)
[query] => Prompt-Tuning-In-Llm
[processingTimeMs] => 1
[limit] => 3
[offset] => 0
[estimatedTotalHits] => 0
)
)
[image_search] => Array
(
[url] => http://206.189.178.169:3001/?freshness=All&show=1&q=Prompt-Tuning-In-Llm+INR+loc%3Ain
[http_code] => 200
[response] => {"name":"prompt-tuning-in-llm inr loc:in","totalEstimatedMatches":42,"nextOffset":41,"currentOffset":0,"value":{"D35C79D334355B7FA7A77DDA22B62B85B0DA048F":{"name":"Prompt Engineering vs. RAG vs. Finetuning: What’s the Difference? | by ...","thumbnailUrl":"https://tse4.mm.bing.net/th/id/OIP.h_RfOBiTzMAImfWSmLRQnwHaFd?pid=Api","datePublished":"2025-02-22T04:50:00.0000000Z","isFamilyFriendly":true,"contentUrl":"https://miro.medium.com/v2/resize:fit:1358/1*khb7XTzRPKVKsBJJFAWS6g.png","hostPageUrl":"https://blog.aidetic.in/prompt-engineering-vs-rag-vs-finetuning-whats-the-difference-78466d70b5df","contentSize":"195637 B","width":1358,"height":1001,"cDNContentUrl":"https://th.bing.com/th/id/R.87f45f381893ccc00899f59298b4509f?rik=PcWXPUNTtfd6eg&pid=ImgRaw&r=0","isTransparent":false,"imageId":"F840AD0B58B26B22ADD77A7AF7B553433D97C53D","accentColor":"CA9C01"},"6FAFEDF5A02DB0346BBCAD4A2AD5497E645F47EF":{"name":"Beyond Token Prediction: the post-Pretraining journey of modern LLMs ...","thumbnailUrl":"https://tse4.mm.bing.net/th/id/OIP.c0nqb-6cE80Qp9oP0-8KpQHaFm?pid=Api","datePublished":"2024-02-05T00:23:00.0000000Z","isFamilyFriendly":true,"contentUrl":"http://amatria.in/blog/images/113-1.png","hostPageUrl":"http://amatria.in/blog/postpretraining","contentSize":"349023 B","width":1999,"height":1510,"cDNContentUrl":"https://th.bing.com/th/id/R.7349ea6fee9c13cd10a7da0fd3ef0aa5?rik=9vreXwrSC0O2yw&riu=http%3a%2f%2famatria.in%2fblog%2fimages%2f113-1.png&ehk=LvJKGfHjCGdQQnrx6jpBzJRkmjDp0vgTa5wx9q3Ungc%3d&risl=&pid=ImgRaw&r=0","isTransparent":false,"imageId":"FE74F546E7945DA2A4DACBB6430BD20A5FDEFAF6","accentColor":"B26219"},"2DE147A9D281AF5B242D1C5D853E0D6A1CD34005":{"name":"Can Prompt Engineering Methods Surpass Fine-tuning, 48% OFF","thumbnailUrl":"https://tse4.mm.bing.net/th/id/OIP.N4CdthpR1urnZeqzC06Y5QHaD5?pid=Api","datePublished":"2023-11-19T17:45:00.0000000Z","isFamilyFriendly":true,"contentUrl":"https://heidloff.net/assets/img/2023/03/mtprompt-tuning1.jpeg","hostPageUrl":"https://www.elevate.in/?w=can-prompt-engineering-methods-surpass-fine-tuning-performance-with-cc-kwaggyug","contentSize":"262451 B","width":1900,"height":1000,"cDNContentUrl":"https://th.bing.com/th/id/R.37809db61a51d6eae765eab30b4e98e5?rik=0h50mi0Y%2brVC0g&pid=ImgRaw&r=0","isTransparent":false,"imageId":"50043DC1A6D0E358D5C1D242B5FA182D9A741ED2","accentColor":"047CC7"},"27F9AC8EF04C9C2E38BD7DDA22B62B85B0DA048F":{"name":"Prompt Engineering vs. RAG vs. Finetuning: What’s the Difference? | by ...","thumbnailUrl":"https://tse4.mm.bing.net/th/id/OIP.5e6I97VBuAROI6onCvAZzAHaEn?pid=Api","datePublished":"2024-08-05T00:00:00.0000000Z","isFamilyFriendly":true,"contentUrl":"https://miro.medium.com/v2/da:true/resize:fit:1200/0*N91DPeZN6uSkkLik","hostPageUrl":"https://blog.aidetic.in/prompt-engineering-vs-rag-vs-finetuning-whats-the-difference-78466d70b5df","contentSize":"69230 B","width":1200,"height":749,"cDNContentUrl":"https://th.bing.com/th/id/R.e5ee88f7b541b8044e23aa270af019cc?rik=cp%2fK6A%2fEyeKD2w&pid=ImgRaw&r=0","isTransparent":false,"imageId":"F840AD0B58B26B22ADD7DB83E2C9C40FE8CA9F72","accentColor":"3F3F3F"},"BD3FC819ECC0F016C1957AE4A460A2A071BA29AA":{"name":"LLM Auto Optimizer: Real-Time Model Tuning for Cost, Latency, and ...","thumbnailUrl":"https://tse4.mm.bing.net/th/id/OIF.rIt7qdFc6RJvvO0ovxTPLA?pid=Api","datePublished":"2026-01-22T03:37:00.0000000Z","isFamilyFriendly":true,"contentUrl":"https://media.licdn.com/dms/image/v2/D4E22AQFvMhEVWmieEQ/feedshare-shrink_1280/B4EZvhp_jfKsAg-/0/1769017440802?e=2147483647&v=beta&t=sxGffD2ii2t1_G2D3rB4GqKb4Eb73ymwiDWqOdIxzFg","hostPageUrl":"https://www.linkedin.com/posts/nicholas-ruest_rust-agenticengineering-opensource-activity-7419796931465388032--WRg","contentSize":"107199 B","width":1024,"height":1024,"cDNContentUrl":"https://th.bing.com/th/id/R.92d4419b7538d0514b89ef688349f5bf?rik=&pid=ImgRaw&r=0","isTransparent":false,"imageId":"AA92AB170A2A064A4EA7591C610F0CCE918CF3DB","accentColor":"BC780F","isFresh":true},"64201408936F7953728A59A413C789EBAE47D3BC":{"name":"LLM大语言模型优化方法简介:Prompt、RAG、Fine-tuning-CSDN博客","thumbnailUrl":"https://tse4.mm.bing.net/th/id/OIF.fbqqXakTvmrywUdoG62TtA?pid=Api","datePublished":"2026-01-26T02:11:00.0000000Z","isFamilyFriendly":true,"contentUrl":"https://i-blog.csdnimg.cn/img_convert/7ae69b4ba4a92444b6f11d1eac91f318.jpeg","hostPageUrl":"https://blog.csdn.net/huang9604/article/details/157388146","contentSize":"23005 B","width":350,"height":784,"cDNContentUrl":"https://th.bing.com/th/id/R.53832d74c4c2284a5968c843086ca782?rik=&pid=ImgRaw&r=0","isTransparent":false,"imageId":"CB3D74EABE987C314A95A8273597F63980410246","accentColor":"1C3AAF","isFresh":true},"8FF61EEE661045634D221AE661AB317B65423F5D":{"name":"Understanding LLM workflows | RHEL AI: Try LLMs the easy way | Red Hat ...","thumbnailUrl":"https://tse3.mm.bing.net/th/id/OIP.LFUalFhUf165CwR6ftQBAwHaEv?pid=Api","datePublished":"2024-09-05T12:00:00.0000000Z","isFamilyFriendly":true,"contentUrl":"https://developers.redhat.com/sites/default/files/llm_lp_figure_2sub.png","hostPageUrl":"https://developers.redhat.com/learning/learn:rhel-ai-try-llms-easy-way/resource/resources:understanding-llm-workflows","contentSize":"81949 B","width":869,"height":557,"cDNContentUrl":"https://th.bing.com/th/id/R.2c551a9458547f5eb90b047a7ed40103?rik=%2bG%2fh7mYBVDbUIg&pid=ImgRaw&r=0","isTransparent":false,"imageId":"D5F32456B713BA166EA122D436540166EEE16FF8","accentColor":"A0932B"},"53B88E7991949569B87F5A99D772BA6F0482FB3B":{"name":"Prompt Engineering 201: Advanced methods and toolkits - AI, software ...","thumbnailUrl":"https://tse1.mm.bing.net/th/id/OIP.J7beaDYFKGniOFz6Jl7vvAHaEj?pid=Api","datePublished":"2023-06-04T02:41:00.0000000Z","isFamilyFriendly":true,"contentUrl":"http://amatria.in/blog/images/104-3.png","hostPageUrl":"http://amatria.in/blog/prompt201","contentSize":"792757 B","width":1999,"height":1229,"cDNContentUrl":"https://th.bing.com/th/id/R.27b6de6836052869e2385cfa265eefbc?rik=NYvolxlJWZaL9w&riu=http%3a%2f%2famatria.in%2fblog%2fimages%2f104-3.png&ehk=g04kYwLSzCo6GoRObEb3rF5Kh6%2bf%2f6KSHwZWP4RoKCQ%3d&risl=&pid=ImgRaw&r=0","isTransparent":false,"imageId":"B3BF2840F6AB277D99A5F78B9659491997E88B35","accentColor":"B01B23"},"5590A829E56BE321F4B8DDB9D1BDA3C8FF9F2CCB":{"name":"Final Tune-Up Begins: South Africa Face Unpredictable West Indies","thumbnailUrl":"https://tse3.mm.bing.net/th?id=OIF.nwGWVHqnKOSR%2bWeO2%2felZg&pid=Api","datePublished":"2026-01-27T00:11:00.0000000Z","isFamilyFriendly":true,"contentUrl":"https://aws-br-images.s3.us-east-2.amazonaws.com/images/96/5d/965de60ee70dec39ee92bcc59b7774ad.jpg","hostPageUrl":"https://www.telecomasia.net/in/blog/final-tune-up-begins-south-africa-face-unpredictable-west-indies/","contentSize":"125417 B","width":1200,"height":800,"cDNContentUrl":"https://th.bing.com/th/id/R.f4c36e81023989ff30ead4f9746f221f?rik=&pid=ImgRaw&r=0","isTransparent":false,"imageId":"BCC2F9FF8C3ADB1D9BDD8B4F123EB65E928A0955","accentColor":"2666A5","isFresh":true},"C70AA4C641003BFF046CDDB9D1BDA3C8FF9F2CCB":{"name":"Final Tune-Up Begins: South Africa Face Unpredictable West Indies","thumbnailUrl":"https://tse4.mm.bing.net/th?id=OIF.rKS%2bx9B5sJ9WD5DRQhjHZQ&pid=Api","datePublished":"2026-01-27T00:11:00.0000000Z","isFamilyFriendly":true,"contentUrl":"https://aws-br-images.s3.us-east-2.amazonaws.com/images/b2/f0/b2f0ec4bd585b9feccd71251b8ede309.jpg","hostPageUrl":"https://www.telecomasia.net/in/blog/final-tune-up-begins-south-africa-face-unpredictable-west-indies/","contentSize":"302611 B","width":1600,"height":1066,"cDNContentUrl":"https://th.bing.com/th/id/R.e7e47b0d4de712fdc0f0575b0c9922fd?rik=&pid=ImgRaw&r=0","isTransparent":false,"imageId":"BCC2F9FF8C3ADB1D9BDDC640FFB300146C4AA07C","accentColor":"9F3E2C","isFresh":true},"7347D20FA60EC680CCA0C5FA813B0057D5D4DA72":{"name":"LLM テクニックの習得: 推論の最適化 - NVIDIA 技術ブログ","thumbnailUrl":"https://tse3.mm.bing.net/th/id/OIP.N75RfDC7fgIR9ETV35GRUgHaEK?pid=Api","datePublished":"2024-01-19T03:11:00.0000000Z","isFamilyFriendly":true,"contentUrl":"https://developer-blogs.nvidia.com/ja-jp/wp-content/uploads/sites/6/2024/01/llm-optimize-deploy-graphic.jpg","hostPageUrl":"https://developer.nvidia.com/ja-jp/blog/mastering-llm-techniques-inference-optimization/","contentSize":"98378 B","width":1999,"height":1125,"cDNContentUrl":"https://th.bing.com/th/id/R.37be517c30bb7e0211f444d5df919152?rik=N3Qt8GrgbAjMCg&pid=ImgRaw&r=0","isTransparent":false,"imageId":"27AD4D5D7500B318AF5C0ACC086CE06AF02D7437","accentColor":"75A328"},"2CC64205166AE339B6EF1F49290A9A8DD6D6F527":{"name":"Mastering Retrieval Augmented Generation with LLM, LangChain, and ...","thumbnailUrl":"https://tse3.mm.bing.net/th/id/OIP.YkxOSJqThp3XKvTuAYeetgHaEK?pid=Api","datePublished":"2023-09-12T10:25:00.0000000Z","isFamilyFriendly":true,"contentUrl":"https://miro.medium.com/v2/resize:fit:1358/1*kSkeaXRvRzbJ9SrFZaMoOg.png","hostPageUrl":"https://blogs.ainomic.in/mastering-retrieval-augmented-generation-with-llm-langchain-and-python-7496b67cbc2a","contentSize":"154172 B","width":1358,"height":764,"cDNContentUrl":"https://th.bing.com/th/id/R.624c4e489a93869dd72af4ee01879eb6?rik=wmwkUGGmPpNr%2fg&pid=ImgRaw&r=0","isTransparent":false,"imageId":"725F6D6DD8A9A09294F1FE6B933EA66150246CC2","accentColor":"787853"},"AC3AC9FA2C4E19D3FAAF439C8658451875239015":{"name":"3rd ODI Preview: Series on the Line as Sri Lanka Trust Spin, England ...","thumbnailUrl":"https://tse4.mm.bing.net/th/id/OIF.Rl3n51FsgQBtpLlkUS3bnw?pid=Api","datePublished":"2026-01-27T00:11:00.0000000Z","isFamilyFriendly":true,"contentUrl":"https://aws-br-images.s3.us-east-2.amazonaws.com/images/2e/57/2e5783dbd74b808e827bcea95f1b5d86.jpg","hostPageUrl":"https://www.telecomasia.net/in/blog/3rd-odi-preview-series-on-the-line-as-sri-lanka-trust-spin-england-back-batter/","contentSize":"180453 B","width":1280,"height":853,"cDNContentUrl":"https://th.bing.com/th/id/R.51f6251f2af786469de625e7ae419d6d?rik=&pid=ImgRaw&r=0","isTransparent":false,"imageId":"5109325781548568C934FAAF3D91E4C2AF9CA3CA","accentColor":"0A7CC1","isFresh":true},"9690736D4FC3B7ECEA4D95EF743817B37ED94A39":{"name":"Transformers and LLMs — Part 9: Preference Tuning & RLHF — Making LLMs ...","thumbnailUrl":"https://tse4.mm.bing.net/th?id=OIF.5qaX0EJV5mU0LNLjE6%2bZOg&pid=Api","datePublished":"2026-01-29T11:51:00.0000000Z","isFamilyFriendly":true,"contentUrl":"https://miro.medium.com/v2/resize:fit:1200/1*jyc3-Bnnv7vvmYFE_o7_zg.png","hostPageUrl":"https://medium.com/@ashishbodla/transformers-and-llms-part-9-preference-tuning-rlhf-making-llms-human-centric-87f951205f87","contentSize":"65053 B","width":1200,"height":479,"cDNContentUrl":"https://th.bing.com/th/id/R.ffc05d713e7be2c68dbb32597ef162ab?rik=&pid=ImgRaw&r=0","isTransparent":false,"imageId":"93A49DE73B718347FE59D4AECE7B3CF4D6370969","accentColor":"414141","isFresh":true},"A02F1F83A54C82754E71439C8658451875239015":{"name":"3rd ODI Preview: Series on the Line as Sri Lanka Trust Spin, England ...","thumbnailUrl":"https://tse3.mm.bing.net/th?id=OIF.Wk8CBjxDEFmpGBoqo%2fPAhg&pid=Api","datePublished":"2026-01-27T00:11:00.0000000Z","isFamilyFriendly":true,"contentUrl":"https://aws-br-images.s3.us-east-2.amazonaws.com/images/06/1c/061cb576ec719b5aa855798d1ff521ef.jpg","hostPageUrl":"https://www.telecomasia.net/in/blog/3rd-odi-preview-series-on-the-line-as-sri-lanka-trust-spin-england-back-batter/","contentSize":"103159 B","width":839,"height":433,"cDNContentUrl":"https://th.bing.com/th/id/R.b63fb8fc1c28b39e9fc29dadd0c1d491?rik=&pid=ImgRaw&r=0","isTransparent":false,"imageId":"5109325781548568C93417E45728C45A38F1F20A","accentColor":"C79304","isFresh":true},"36CEEA29040A554D5760FA4A17D89E599F3DE82D":{"name":"Fine-Tuning LLMs with RL for ML Code Generation: Post-Mortem - Data ...","thumbnailUrl":"https://tse2.mm.bing.net/th?id=OIF.qkQn7Txv3l%2bp9prxL2Duvw&pid=Api","datePublished":"2026-01-30T17:16:00.0000000Z","isFamilyFriendly":true,"contentUrl":"https://canada1.discourse-cdn.com/flex009/uploads/numerai/original/1X/bea71c23d60806887f6fecacf14c1c7fcf1df935.png","hostPageUrl":"https://forum.numer.ai/t/fine-tuning-llms-with-rl-for-ml-code-generation-post-mortem/8235","contentSize":"7707 B","width":467,"height":557,"cDNContentUrl":"https://th.bing.com/th/id/R.752065105424872a74de017fefa87e63?rik=&pid=ImgRaw&r=0","isTransparent":true,"imageId":"D28ED3F995E98D71A4AF0675D455A04092AEEC63","accentColor":"060808","isFresh":true},"A4C332DC0714D1F1FBA3DDB9D1BDA3C8FF9F2CCB":{"name":"Final Tune-Up Begins: South Africa Face Unpredictable West Indies","thumbnailUrl":"https://tse4.mm.bing.net/th?id=OIF.DEjX0prX1eVwFtgB7C%2buog&pid=Api","datePublished":"2026-01-27T00:11:00.0000000Z","isFamilyFriendly":true,"contentUrl":"https://aws-br-images.s3.us-east-2.amazonaws.com/images/13/35/1335c720d77abbe63639629246a78e1d.jpg","hostPageUrl":"https://www.telecomasia.net/in/blog/final-tune-up-begins-south-africa-face-unpredictable-west-indies/","contentSize":"78074 B","width":1024,"height":576,"cDNContentUrl":"https://th.bing.com/th/id/R.f8ceb59364dcfb8de6b396aabde42e33?rik=&pid=ImgRaw&r=0","isTransparent":false,"imageId":"BCC2F9FF8C3ADB1D9BDD3ABF1F1D4170CD233C4A","accentColor":"204EAB","isFresh":true},"C57517A3D881A20949C2DED42F9FB49C64A19BD0":{"name":"Preview 4th T20I: India Eye Clean Sweep As New Zealand Chase Pride","thumbnailUrl":"https://tse1.mm.bing.net/th?id=OIF.2S5Fd%2fOumPMp96342JzS7A&pid=Api","datePublished":"2026-01-28T09:08:00.0000000Z","isFamilyFriendly":true,"contentUrl":"https://aws-br-images.s3.us-east-2.amazonaws.com/images/09/e2/09e2d5d74fa092a6ccccd122dc3935f8.jpg","hostPageUrl":"https://www.telecomasia.net/in/blog/preview-4th-t20i-india-eye-clean-sweep-as-new-zealand-chase-pride/","contentSize":"411322 B","width":1600,"height":900,"cDNContentUrl":"https://th.bing.com/th/id/R.97f9938485292c2b938ffd36399371d2?rik=&pid=ImgRaw&r=0","isTransparent":false,"imageId":"0DB91A46C94BF9F24DED2C94902A188D3A71575C","accentColor":"1449B6","isFresh":true},"F1484BCBC402ECAD7F3DFF32996DC33D1DC16986":{"name":"1st T20I: Bowlers Set It Up, Markram Finishes As Proteas Crush West Indies","thumbnailUrl":"https://tse1.mm.bing.net/th/id/OIF.5nLci4h96tN7hHLiH2O8hw?pid=Api","datePublished":"2026-01-28T01:08:00.0000000Z","isFamilyFriendly":true,"contentUrl":"https://aws-br-images.s3.us-east-2.amazonaws.com/images/b5/20/b520bb113196a8f20bd979d466aca098.jpg","hostPageUrl":"https://www.telecomasia.net/in/blog/1st-t20i-bowlers-set-it-up-markram-finishes-as-proteas-crush-west-indies/","contentSize":"285955 B","width":1391,"height":912,"cDNContentUrl":"https://th.bing.com/th/id/R.4b61a88ba79f9d315894a4994fac3f2a?rik=&pid=ImgRaw&r=0","isTransparent":false,"imageId":"68961CD1D33CD69923FFD3F7DACE204CBCB4841F","accentColor":"BF120C","isFresh":true},"9AD1678EC5421263A783756F174C61FBD7593465":{"name":"How to segment texts for embeddings?","thumbnailUrl":"https://tse2.mm.bing.net/th/id/OIP.pM2njwLKJGrJrQPhhMk4hgHaFl?pid=Api","datePublished":"2023-04-21T12:58:00.0000000Z","isFamilyFriendly":true,"contentUrl":"https://abdullin.com/images/llm-info-retrieval-pipeline-focus-on-index.png","hostPageUrl":"https://abdullin.com/llm/how-to-segment-text-for-embeddings/","contentSize":"122997 B","width":1024,"height":772,"cDNContentUrl":"https://th.bing.com/th/id/R.a4cda78f02ca246ac9ad03e184c93886?rik=qR126FwkITZ6OA&pid=ImgRaw&r=0","isTransparent":false,"imageId":"5643957DBF16C471F657387A3621245CE8761DA9","accentColor":"BD590E"},"CFD59BC07E722DBA07318CB01DACA98297E28670":{"name":"Sciver-Brunt’s Maiden WPL Century Lifts Mumbai Indians Past Royal ...","thumbnailUrl":"https://tse4.mm.bing.net/th?id=OIF.EhIEIKz7EGr%2fogEKw9Edvg&pid=Api","datePublished":"2026-01-27T00:11:00.0000000Z","isFamilyFriendly":true,"contentUrl":"https://aws-br-images.s3.us-east-2.amazonaws.com/images/32/b6/32b65eff37214b99e92a826fc19b6c82.jpg","hostPageUrl":"https://www.telecomasia.net/in/blog/sciver-brunt-s-maiden-wpl-century-lifts-mumbai-indians-past-royal-challengers-bengaluru/","contentSize":"39345 B","width":1024,"height":575,"cDNContentUrl":"https://th.bing.com/th/id/R.505a8177ef0816aacb4b26fe5ce568c6?rik=&pid=ImgRaw&r=0","isTransparent":false,"imageId":"07682E79289ACAD10BC81370ABD227E70CB95DFC","accentColor":"4D6333","isFresh":true},"5F981ECACE16EEC5FD4D9DC1B3AE6E878B6792D5":{"name":"3rd ODI: Brook, Root Centuries Power England to Series Win over Sri Lanka","thumbnailUrl":"https://tse1.mm.bing.net/th?id=OIF.vqkMWk23NuT%2fvzelGPpfOg&pid=Api","datePublished":"2026-01-27T22:35:00.0000000Z","isFamilyFriendly":true,"contentUrl":"https://aws-br-images.s3.us-east-2.amazonaws.com/images/2e/2b/2e2b9482622f0efd773052a9263351b4.png","hostPageUrl":"https://www.telecomasia.net/in/blog/3rd-odi-brook-root-centuries-power-england-to-series-win-over-sri-lanka/","contentSize":"828360 B","width":957,"height":587,"cDNContentUrl":"https://th.bing.com/th/id/R.fb8a41504fe4fcada4326fcca178cfac?rik=&pid=ImgRaw&r=0","isTransparent":false,"imageId":"5D2976B878E6EA3B1CD9D4DF5CEE61ECACE189F5","accentColor":"C3A408","isFresh":true},"C24DAC2F9D0BE9B32EA180A9D0A41FD3768980C1":{"name":"Training vs. Fine-tuning: What is the Difference? | by Anurag Kumar ...","thumbnailUrl":"https://tse2.mm.bing.net/th/id/OIP.2HN2FSkgD1E3pWcnKR9TOAHaGg?pid=Api","datePublished":"2024-11-22T09:56:00.0000000Z","isFamilyFriendly":true,"contentUrl":"https://miro.medium.com/v2/resize:fit:1358/0*XkNWjXVRly6dShNK","hostPageUrl":"https://blog.aidetic.in/training-vs-fine-tuning-what-is-the-difference-7b19829c59bf","contentSize":"138854 B","width":1102,"height":968,"cDNContentUrl":"https://th.bing.com/th/id/R.d873761529200f5137a56727291f5338?rik=LNTK8tmwnjviGg&pid=ImgRaw&r=0","isTransparent":false,"imageId":"1C0898673DF14A0D9A081AE23B9EB0D9F2CAD42C","accentColor":"C87103"},"78479914B9081FC28D80FA699E88B72BE3550016":{"name":"Types of RAG: An Overview. Retrieval Augmented Generation is the… | by ...","thumbnailUrl":"https://tse1.mm.bing.net/th/id/OIP.S2Pke2RG9oNbQcoFqRJ2GwHaFC?pid=Api","datePublished":"2024-01-21T04:42:00.0000000Z","isFamilyFriendly":true,"contentUrl":"https://miro.medium.com/v2/resize:fit:1358/0*p_LnCvVGjvtrriKF.png","hostPageUrl":"https://blog.jayanthk.in/types-of-rag-an-overview-0e2b3ed71b82","contentSize":"272927 B","width":1358,"height":924,"cDNContentUrl":"https://th.bing.com/th/id/R.4b63e47b6446f6835b41ca05a912761b?rik=h3SZQZuA8SzYCA&pid=ImgRaw&r=0","isTransparent":false,"imageId":"6100553EB27B88E996AF08D82CF1809B41997487","accentColor":"AE8B1D"},"0AB36080378D179512A1DED42F9FB49C64A19BD0":{"name":"Preview 4th T20I: India Eye Clean Sweep As New Zealand Chase Pride","thumbnailUrl":"https://tse3.mm.bing.net/th/id/OIF.MKN7epuyFWoTevjk9ao7Ug?pid=Api","datePublished":"2026-01-28T09:08:00.0000000Z","isFamilyFriendly":true,"contentUrl":"https://aws-br-images.s3.us-east-2.amazonaws.com/images/fc/07/fc07b91669269f2fe2625a197710e5b0.jpg","hostPageUrl":"https://www.telecomasia.net/in/blog/preview-4th-t20i-india-eye-clean-sweep-as-new-zealand-chase-pride/","contentSize":"173781 B","width":806,"height":568,"cDNContentUrl":"https://th.bing.com/th/id/R.dd4949774a9c6f1497dfe5c96ea22a92?rik=&pid=ImgRaw&r=0","isTransparent":false,"imageId":"0DB91A46C94BF9F24DED1A215971D87308063BA0","accentColor":"B47317","isFresh":true},"41BEF854D9FA37F5EC201C5D853E0D6A1CD34005":{"name":"Can Prompt Engineering Methods Surpass Fine-tuning, 48% OFF","thumbnailUrl":"https://tse4.mm.bing.net/th/id/OIP.Gqf0Z9Rw4dvQ63_dr3zR2QHaH_?pid=Api","datePublished":"2023-11-19T17:45:00.0000000Z","isFamilyFriendly":true,"contentUrl":"https://cdn4.vectorstock.com/i/1000x1000/48/28/fine-tuning-icon-gear-and-screwdriver-service-vector-18304828.jpg","hostPageUrl":"https://www.elevate.in/?w=can-prompt-engineering-methods-surpass-fine-tuning-performance-with-cc-kwaggyug","contentSize":"71934 B","width":1000,"height":1080,"cDNContentUrl":"https://th.bing.com/th/id/R.1aa7f467d470e1dbd0eb7fddaf7cd1d9?rik=FOuPRZ2vc1%2fOAg&pid=ImgRaw&r=0","isTransparent":false,"imageId":"50043DC1A6D0E358D5C102CE5F73AF9D458FEB14","accentColor":"31709A"},"0E0B02F9667106A11359DCFFD91E7047BAE7B71D":{"name":"Prompt - Free computer icons","thumbnailUrl":"https://tse3.mm.bing.net/th/id/OIP.9KTAl41TvKLsS0383S3LjwAAAA?pid=Api","datePublished":"2023-05-16T01:08:00.0000000Z","isFamilyFriendly":true,"contentUrl":"https://cdn-icons-png.flaticon.com/256/10817/10817257.png","hostPageUrl":"https://www.flaticon.com/free-icon/prompt_10817257","contentSize":"25253 B","width":256,"height":256,"cDNContentUrl":"https://th.bing.com/th/id/R.f4a4c0978d53bca2ec4b4dfcdd2dcb8f?rik=4LAgn2YXYBoxlQ&pid=ImgRaw&r=0","isTransparent":true,"imageId":"D17B7EAB7407E19DFFCD95311A6017669F20B0E0","accentColor":"546577"},"83F62F4FC7C604BA4848019662AD91234E6D501C":{"name":"QLoRa:在消费级GPU上微调大型语言模型","thumbnailUrl":"https://tse3.mm.bing.net/th/id/OIP.L1tb3mu7WbH6icxApzYd1wHaDQ?pid=Api","datePublished":"2025-02-10T18:24:00.0000000Z","isFamilyFriendly":true,"contentUrl":"https://pic2.zhimg.com/v2-32a5f00428c9101f15d2598eb5e69395_r.jpg","hostPageUrl":"https://sechub.in/view/2674631","contentSize":"107090 B","width":2000,"height":881,"cDNContentUrl":"https://th.bing.com/th/id/R.2f5b5bde6bbb59b1fa89cc40a7361dd7?rik=OG%2fy9HxsQKuEhA&pid=ImgRaw&r=0","isTransparent":false,"imageId":"C105D6E43219DA2669108484AB406C7CF4F26F38","accentColor":"61656A"},"5761F8186C2CC9B8664BF83CC6D12DD65204FD69":{"name":"LLM Full Form, LLM Specialization, Top Colleges For LLM","thumbnailUrl":"https://tse1.mm.bing.net/th/id/OIP.2T2ugARAfCREQCYF4NpFewHaEo?pid=Api","datePublished":"2024-05-20T02:31:00.0000000Z","isFamilyFriendly":true,"contentUrl":"https://www.pw.live/exams/wp-content/uploads/2024/05/LLM-Full-Form.jpg","hostPageUrl":"https://www.pw.live/exams/law/llm-full-form/","contentSize":"546604 B","width":1280,"height":800,"cDNContentUrl":"https://th.bing.com/th/id/R.d93dae8004407c2444402605e0da457b?rik=dRaPgcbCnItmtA&pid=ImgRaw&r=0","isTransparent":false,"imageId":"96DF40256DD21D6CC38FB4668B9CC2C6818F1675","accentColor":"CB9F00"},"67AA2ACE6F1F7342D2957A42522E478E966A1352":{"name":"Knowledge-Guided Prompt Learning for Few-Shot Text Classification","thumbnailUrl":"https://tse2.mm.bing.net/th/id/OIP.zAIxIiQVF0oAhilk2bBlVgHaHl?pid=Api","datePublished":"2023-03-21T19:01:00.0000000Z","isFamilyFriendly":true,"contentUrl":"https://pub.mdpi-res.com/electronics/electronics-12-01486/article_deploy/html/images/electronics-12-01486-g004.png?1679462309","hostPageUrl":"https://www.mdpi.com/2079-9292/12/6/1486","contentSize":"82891 B","width":3056,"height":3131,"cDNContentUrl":"https://th.bing.com/th/id/R.cc0231222415174a00862964d9b06556?rik=dqqi7PbxNyQtWQ&pid=ImgRaw&r=0","isTransparent":false,"imageId":"2531A669E874E22524A7592D2437F1F6ECA2AA76","accentColor":"445B88"},"74E744F373D2EB5A3B364A975A4C061BC3B089A1":{"name":"Transformer models: an introduction and catalog — 2023 Edition - AI ...","thumbnailUrl":"https://tse1.mm.bing.net/th/id/OIP.zEFbGVTOZkZgBDa78BFQZgHaDl?pid=Api","datePublished":"2022-06-08T13:48:00.0000000Z","isFamilyFriendly":true,"contentUrl":"http://amatria.in/blog/images/02-06.png","hostPageUrl":"http://amatria.in/blog/transformer-models-an-introduction-and-catalog-2d1e9039f376/","contentSize":"180990 B","width":1774,"height":860,"cDNContentUrl":"https://th.bing.com/th/id/R.cc415b1954ce6646600436bbf0115066?rik=R35EPzctvqWzYw&riu=http%3a%2f%2famatria.in%2fblog%2fimages%2f02-06.png&ehk=cFNJPfPkQxoygDR7olRVVGs8Gv5%2fXaU8K8mBv1hz4GU%3d&risl=&pid=ImgRaw&r=0","isTransparent":true,"imageId":"1A980B3CB160C4A579A463B3A5BE2D373F447E47","accentColor":"05C6C6"},"193596063B60B6E50AC8BFDE35D03CFDF95909CA":{"name":"Fine-Tuning Llama 3.1 LLM Model on Databricks | by Anurag Kumar | Aidetic","thumbnailUrl":"https://tse3.mm.bing.net/th/id/OIP.hFMVoBNVsKKaItY5zjr_UAHaE8?pid=Api","datePublished":"2025-01-02T14:20:00.0000000Z","isFamilyFriendly":true,"contentUrl":"https://miro.medium.com/v2/resize:fit:1358/1*HhJPjT1-jFan_hsuurgfrQ.png","hostPageUrl":"https://blog.aidetic.in/fine-tuning-llama-3-1-llm-model-on-databricks-0ca4d3571a3c","contentSize":"432044 B","width":806,"height":539,"cDNContentUrl":"https://th.bing.com/th/id/R.845315a01355b0a29a22d639ce3aff50?rik=kVNpYLMGa16gjA&pid=ImgRaw&r=0","isTransparent":false,"imageId":"AC90959FDFC30D53EDFB8CA05E6B06B360695391","accentColor":"4B6480"},"4EEE8684C95812E4449CFAB6FB3B1FB2D676AE91":{"name":"Suraj Yadav | Fullstack Software Engineer | AI Engineer","thumbnailUrl":"https://tse1.mm.bing.net/th/id/OIP.aQeHfvYFa03WdbBRBOksSQHaHa?pid=Api","datePublished":"2025-02-19T04:24:00.0000000Z","isFamilyFriendly":true,"contentUrl":"https://twimlai.com/wp-content/uploads/llms_800x800.png","hostPageUrl":"https://suraj.techboy.in/","contentSize":"22066 B","width":800,"height":800,"cDNContentUrl":"https://th.bing.com/th/id/R.6907877ef6056b4dd675b05104e92c49?rik=5O5oSJyFIU5EyQ&pid=ImgRaw&r=0","isTransparent":true,"imageId":"19EA676D2BF1B3BF6BAFC9444E21859C4868EEE4","accentColor":"009ECB"},"A11F4BA18953BF6CEEA6CA318BEB03DE153F9B5B":{"name":"This Modified Hyundai i20 Looks Sportier Than N-Line Variant! » Car ...","thumbnailUrl":"https://tse2.mm.bing.net/th/id/OIP.3oPL0KUAPvrq-XMRTwZSTwHaFG?pid=Api","datePublished":"2021-09-10T14:59:00.0000000Z","isFamilyFriendly":true,"contentUrl":"https://www.carblogindia.com/wp-content/uploads/2021/09/2021-Hyundai-i20-Concept.jpg","hostPageUrl":"https://www.carblogindia.com/modified-hyundai-i20-n-line/","contentSize":"96610 B","width":1018,"height":702,"cDNContentUrl":"https://th.bing.com/th/id/R.de83cbd0a5003efaeaf973114f06524f?rik=GvG0Gpg1%2b8buag&pid=ImgRaw&r=0","isTransparent":false,"imageId":"B5B9F351ED30BEB813AC6AEEC6FB35981AB4F11A","accentColor":"C9020E"},"8656442CCC4CF0C674FDC3FD219FF29D8C2A27F0":{"name":"MagiDeal Carburetor with Fuel Line Tune Up Kit for STIHL BR500 Gas ...","thumbnailUrl":"https://tse2.mm.bing.net/th/id/OIP.kuRcljNkaCb3RY7h_xm_dgHaHa?pid=Api","datePublished":"2017-11-15T15:27:00.0000000Z","isFamilyFriendly":true,"contentUrl":"https://m.media-amazon.com/images/I/61Xsg+ZC1XL._SL1024_.jpg","hostPageUrl":"https://www.amazon.in/MagiDeal-Carburetor-STIHL-Chainsaw-Trimmers/dp/B0751FQFND","contentSize":"76829 B","width":1024,"height":1024,"cDNContentUrl":"https://th.bing.com/th/id/R.92e45c9633646826f7458ee1ff19bf76?rik=aGVEwszED2xH3w&pid=ImgRaw&r=0","isTransparent":false,"imageId":"0F72A2C8D92FF912DF3CDF476C0FC4CCC2446568","accentColor":"C8C703"},"25AB875B3BD69DB45706FEE7B41737FF8310AD49":{"name":"Adefol WT-589 Carburetor and 13031039132 Air Filter Fuel Line Tune Up ...","thumbnailUrl":"https://tse1.mm.bing.net/th/id/OIP.suQekDaF-pZ0fjN9cbMRWwHaG0?pid=Api","datePublished":"2021-12-02T23:47:00.0000000Z","isFamilyFriendly":true,"contentUrl":"https://m.media-amazon.com/images/I/71KQ+bs0EgL._SL1250_.jpg","hostPageUrl":"https://www.amazon.in/Adefol-Carburetor-13031039132-Chainsaw-Replaces/dp/B08FBXDJCK","contentSize":"176744 B","width":1250,"height":1150,"cDNContentUrl":"https://th.bing.com/th/id/R.b2e41e903685fa96747e337d71b3115b?rik=Urp4tbNt2Ut1YA&pid=ImgRaw&r=0","isTransparent":false,"imageId":"94DA0138FF73714B7EEF60754BD96DB3B578BA52","accentColor":"4A5181"},"030EBD452E907C45596594BCA752A703FC135718":{"name":"Aisencarburetor For Tanaka Tbc 220 Tph 260pf 25cc Long Reach ...","thumbnailUrl":"https://tse3.mm.bing.net/th/id/OIP.iEw8uEfR6qrABULKpyHdOgHaHa?pid=Api","datePublished":"2022-06-15T01:58:00.0000000Z","isFamilyFriendly":true,"contentUrl":"https://m.media-amazon.com/images/I/51r1TZV2uEL.jpg","hostPageUrl":"https://www.desertcart.in/products/195413931-aisen-carburetor-for-tanaka-tbc-220-tph-260-pf-25-cc-long-reach-pole-hedge-trimmer-carb-gasket-fuel-line-tune-up-kit","contentSize":"57179 B","width":1010,"height":1010,"cDNContentUrl":"https://th.bing.com/th/id/R.884c3cb847d1eaaac00542caa721dd3a?rik=MODbVOIJx1SVVg&pid=ImgRaw&r=0","isTransparent":false,"imageId":"817531CF307A257ACB49569554C709E254DBE030","accentColor":"989033"},"5EEFA89DEC9F773F4F736842BD54E448624D8995":{"name":"Rohan Rathore, Singer Of The OG Viral Song, Emptiness, Doesn’t Exist","thumbnailUrl":"https://tse4.mm.bing.net/th/id/OIP.sUQch02Sjixbd6N5Vl9_QAHaE2?pid=Api","datePublished":"2022-06-02T13:37:00.0000000Z","isFamilyFriendly":true,"contentUrl":"https://img.mensxp.com/media/content/2022/Jun/Image-1_Axis-Bank_6298bde49e351.jpeg","hostPageUrl":"https://www.mensxp.com/special-features/features/108940-the-og-viral-song-emptiness-rohan-rathore-does-not-exist.html","contentSize":"62096 B","width":740,"height":484,"cDNContentUrl":"https://th.bing.com/th/id/R.b1441c874d928e2c5b77a379565f7f40?rik=5f6K2c75d%2fP0Nw&pid=ImgRaw&r=0","isTransparent":false,"imageId":"5998D426844E45DB248637F4F377F9CED98AFEE5","accentColor":"646962"},"B8C965C889A230212D89F382A936F7353F5D0695":{"name":"Why Sleep Texting Is A Real Problem And It’s Time To Put A Stop To It","thumbnailUrl":"https://tse1.mm.bing.net/th/id/OIP.7Fi_v6fzltrDg164lK6PlwHaE7?pid=Api","datePublished":"2018-12-02T12:53:00.0000000Z","isFamilyFriendly":true,"contentUrl":"https://im.indiatimes.in/media/content/2018/Dec/why_sleep_texting_is_a_real_problem_and_its_time_to_put_a_stop_to_it_1543756039_725x725.jpg","hostPageUrl":"https://www.indiatimes.com/health/healthyliving/why-sleep-texting-is-a-real-problem-and-it-s-time-to-put-a-stop-to-it-357796.html","contentSize":"27398 B","width":725,"height":483,"cDNContentUrl":"https://th.bing.com/th/id/R.ec58bfbfa7f396dac3835eb894ae8f97?rik=i5xWjJgqAxLSmA&pid=ImgRaw&r=0","isTransparent":false,"imageId":"5960D5F3537F639A283F98D212032A988C569C8B","accentColor":"024AB1"},"9278AA6F36CBE946F78D7FD04C5FE8B04EAAE860":{"name":"The Royal Opera House Mumbai | Mumbai Royal Opera House","thumbnailUrl":"https://tse1.mm.bing.net/th/id/OIP.VGFtF1X3T-CHN41ewb5U7wHaDA?pid=Api","datePublished":"2016-12-21T12:16:00.0000000Z","isFamilyFriendly":true,"contentUrl":"https://www.royaloperahouse.in/imagehandler/image-handler.ashx?imagepath=homebanner/pic-large-seating-capacity-3.jpg","hostPageUrl":"https://www.royaloperahouse.in/","contentSize":"153699 B","width":1600,"height":650,"cDNContentUrl":"https://th.bing.com/th/id/R.54616d1755f74fe087378d5ec1be54ef?rik=KYeq9mO8nmR%2f2A&pid=ImgRaw&r=0","isTransparent":false,"imageId":"068EAAE40B8EF5C40DF7D87F649EBC63F6AA8729","accentColor":"B58216"},"A453B25981EE9C8C2CFA0F0C85852EA53518513B":{"name":"Touchwood","thumbnailUrl":"https://tse1.mm.bing.net/th/id/OIP.utnDDCe-oJAsAyPDXW55qgAAAA?pid=Api","datePublished":"2019-02-17T14:17:00.0000000Z","isFamilyFriendly":true,"contentUrl":"http://www.touchwoodautomations.com/img/doc/Res2.png","hostPageUrl":"http://www.touchwoodautomations.com/residential-services.php","contentSize":"37689 B","width":299,"height":299,"cDNContentUrl":"https://th.bing.com/th/id/R.bad9c30c27bea0902c0323c35d6e79aa?rik=SjUrlRjuycjCrw&riu=http%3a%2f%2fwww.touchwoodautomations.com%2fimg%2fdoc%2fRes2.png&ehk=a%2bz9UbROBGe5M3%2fKdMZwF9%2blJdjxLzPAp%2f1YbHx5Eic%3d&risl=&pid=ImgRaw&r=0","isTransparent":false,"imageId":"B31581535AE25858C0F0AFC2C8C9EE18952B354A","accentColor":"A92D22"}},"relatedSearches":[{"text":"LLM Prompt","displayText":"LLM Prompt","webSearchUrl":"https://www.bing.com/images/search?q=LLM+Prompt&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5358.1","searchLink":"https://www.bing.com/api/v7/images/search?q=LLM+Prompt","thumbnail":{"thumbnailUrl":"https://tse2.mm.bing.net/th?q=LLM+Prompt&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"Prompt Tuning","displayText":"Prompt Tuning","webSearchUrl":"https://www.bing.com/images/search?q=Prompt+Tuning&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5360.1","searchLink":"https://www.bing.com/api/v7/images/search?q=Prompt+Tuning","thumbnail":{"thumbnailUrl":"https://tse4.mm.bing.net/th?q=Prompt+Tuning&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"Fine-Tuning LLM","displayText":"Fine-Tuning LLM","webSearchUrl":"https://www.bing.com/images/search?q=Fine-Tuning+LLM&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5362.1","searchLink":"https://www.bing.com/api/v7/images/search?q=Fine-Tuning+LLM","thumbnail":{"thumbnailUrl":"https://tse4.mm.bing.net/th?q=Fine-Tuning+LLM&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"LLM Prompt Icon","displayText":"LLM Prompt Icon","webSearchUrl":"https://www.bing.com/images/search?q=LLM+Prompt+Icon&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5364.1","searchLink":"https://www.bing.com/api/v7/images/search?q=LLM+Prompt+Icon","thumbnail":{"thumbnailUrl":"https://tse3.mm.bing.net/th?q=LLM+Prompt+Icon&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"Prompt Tuning Diagram","displayText":"Prompt Tuning Diagram","webSearchUrl":"https://www.bing.com/images/search?q=Prompt+Tuning+Diagram&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5366.1","searchLink":"https://www.bing.com/api/v7/images/search?q=Prompt+Tuning+Diagram","thumbnail":{"thumbnailUrl":"https://tse1.mm.bing.net/th?q=Prompt+Tuning+Diagram&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"Instruct Tuning LLM","displayText":"Instruct Tuning LLM","webSearchUrl":"https://www.bing.com/images/search?q=Instruct+Tuning+LLM&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5368.1","searchLink":"https://www.bing.com/api/v7/images/search?q=Instruct+Tuning+LLM","thumbnail":{"thumbnailUrl":"https://tse3.mm.bing.net/th?q=Instruct+Tuning+LLM&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"大模型 Prompt Tuning","displayText":"大模型 Prompt Tuning","webSearchUrl":"https://www.bing.com/images/search?q=%E5%A4%A7%E6%A8%A1%E5%9E%8B+Prompt+Tuning&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5370.1","searchLink":"https://www.bing.com/api/v7/images/search?q=%E5%A4%A7%E6%A8%A1%E5%9E%8B+Prompt+Tuning","thumbnail":{"thumbnailUrl":"https://tse1.mm.bing.net/th?q=%e5%a4%a7%e6%a8%a1%e5%9e%8b+Prompt+Tuning&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"Prompt Tuning Template","displayText":"Prompt Tuning Template","webSearchUrl":"https://www.bing.com/images/search?q=Prompt+Tuning+Template&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5372.1","searchLink":"https://www.bing.com/api/v7/images/search?q=Prompt+Tuning+Template","thumbnail":{"thumbnailUrl":"https://tse2.mm.bing.net/th?q=Prompt+Tuning+Template&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"Prompt Creation LLM","displayText":"Prompt Creation LLM","webSearchUrl":"https://www.bing.com/images/search?q=Prompt+Creation+LLM&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5374.1","searchLink":"https://www.bing.com/api/v7/images/search?q=Prompt+Creation+LLM","thumbnail":{"thumbnailUrl":"https://tse3.mm.bing.net/th?q=Prompt+Creation+LLM&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"LLM Instruction Tuning","displayText":"LLM Instruction Tuning","webSearchUrl":"https://www.bing.com/images/search?q=LLM+Instruction+Tuning&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5376.1","searchLink":"https://www.bing.com/api/v7/images/search?q=LLM+Instruction+Tuning","thumbnail":{"thumbnailUrl":"https://tse3.mm.bing.net/th?q=LLM+Instruction+Tuning&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"LLM Prompt Engineering Cycle","displayText":"LLM Prompt Engineering Cycle","webSearchUrl":"https://www.bing.com/images/search?q=LLM+Prompt+Engineering+Cycle&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5378.1","searchLink":"https://www.bing.com/api/v7/images/search?q=LLM+Prompt+Engineering+Cycle","thumbnail":{"thumbnailUrl":"https://tse1.mm.bing.net/th?q=LLM+Prompt+Engineering+Cycle&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"LLM Prompt Template Pattern","displayText":"LLM Prompt Template Pattern","webSearchUrl":"https://www.bing.com/images/search?q=LLM+Prompt+Template+Pattern&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5380.1","searchLink":"https://www.bing.com/api/v7/images/search?q=LLM+Prompt+Template+Pattern","thumbnail":{"thumbnailUrl":"https://tse4.mm.bing.net/th?q=LLM+Prompt+Template+Pattern&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"Soft Prompt LLM","displayText":"Soft Prompt LLM","webSearchUrl":"https://www.bing.com/images/search?q=Soft+Prompt+LLM&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5382.1","searchLink":"https://www.bing.com/api/v7/images/search?q=Soft+Prompt+LLM","thumbnail":{"thumbnailUrl":"https://tse4.mm.bing.net/th?q=Soft+Prompt+LLM&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"LLM Prompt Learning","displayText":"LLM Prompt Learning","webSearchUrl":"https://www.bing.com/images/search?q=LLM+Prompt+Learning&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5384.1","searchLink":"https://www.bing.com/api/v7/images/search?q=LLM+Prompt+Learning","thumbnail":{"thumbnailUrl":"https://tse2.mm.bing.net/th?q=LLM+Prompt+Learning&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"Prompt Tuning vs Fine-Tuning","displayText":"Prompt Tuning vs Fine-Tuning","webSearchUrl":"https://www.bing.com/images/search?q=Prompt+Tuning+vs+Fine-Tuning&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5386.1","searchLink":"https://www.bing.com/api/v7/images/search?q=Prompt+Tuning+vs+Fine-Tuning","thumbnail":{"thumbnailUrl":"https://tse3.mm.bing.net/th?q=Prompt+Tuning+vs+Fine-Tuning&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"LLM Prompt Ensemble","displayText":"LLM Prompt Ensemble","webSearchUrl":"https://www.bing.com/images/search?q=LLM+Prompt+Ensemble&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5388.1","searchLink":"https://www.bing.com/api/v7/images/search?q=LLM+Prompt+Ensemble","thumbnail":{"thumbnailUrl":"https://tse1.mm.bing.net/th?q=LLM+Prompt+Ensemble&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"Soft Prompt Tunning LLM","displayText":"Soft Prompt Tunning LLM","webSearchUrl":"https://www.bing.com/images/search?q=Soft+Prompt+Tunning+LLM&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5390.1","searchLink":"https://www.bing.com/api/v7/images/search?q=Soft+Prompt+Tunning+LLM","thumbnail":{"thumbnailUrl":"https://tse3.mm.bing.net/th?q=Soft+Prompt+Tunning+LLM&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"Ai Prompt Tuning","displayText":"Ai Prompt Tuning","webSearchUrl":"https://www.bing.com/images/search?q=Ai+Prompt+Tuning&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5392.1","searchLink":"https://www.bing.com/api/v7/images/search?q=Ai+Prompt+Tuning","thumbnail":{"thumbnailUrl":"https://tse2.mm.bing.net/th?q=Ai+Prompt+Tuning&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"How to Prompt LLM to Follow Format","displayText":"How to Prompt LLM to Follow Format","webSearchUrl":"https://www.bing.com/images/search?q=How+to+Prompt+LLM+to+Follow+Format&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5394.1","searchLink":"https://www.bing.com/api/v7/images/search?q=How+to+Prompt+LLM+to+Follow+Format","thumbnail":{"thumbnailUrl":"https://tse2.mm.bing.net/th?q=How+to+Prompt+LLM+to+Follow+Format&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"Soft Prompt Tuning Examples","displayText":"Soft Prompt Tuning Examples","webSearchUrl":"https://www.bing.com/images/search?q=Soft+Prompt+Tuning+Examples&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5396.1","searchLink":"https://www.bing.com/api/v7/images/search?q=Soft+Prompt+Tuning+Examples","thumbnail":{"thumbnailUrl":"https://tse1.mm.bing.net/th?q=Soft+Prompt+Tuning+Examples&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"Prompt Tuning 强化学习","displayText":"Prompt Tuning 强化学习","webSearchUrl":"https://www.bing.com/images/search?q=Prompt+Tuning+%E5%BC%BA%E5%8C%96%E5%AD%A6%E4%B9%A0&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5398.1","searchLink":"https://www.bing.com/api/v7/images/search?q=Prompt+Tuning+%E5%BC%BA%E5%8C%96%E5%AD%A6%E4%B9%A0","thumbnail":{"thumbnailUrl":"https://tse4.mm.bing.net/th?q=Prompt+Tuning+%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"Lora Tuning LLM","displayText":"Lora Tuning LLM","webSearchUrl":"https://www.bing.com/images/search?q=Lora+Tuning+LLM&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5400.1","searchLink":"https://www.bing.com/api/v7/images/search?q=Lora+Tuning+LLM","thumbnail":{"thumbnailUrl":"https://tse1.mm.bing.net/th?q=Lora+Tuning+LLM&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"LLM Tuning Dashboard","displayText":"LLM Tuning Dashboard","webSearchUrl":"https://www.bing.com/images/search?q=LLM+Tuning+Dashboard&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5402.1","searchLink":"https://www.bing.com/api/v7/images/search?q=LLM+Tuning+Dashboard","thumbnail":{"thumbnailUrl":"https://tse3.mm.bing.net/th?q=LLM+Tuning+Dashboard&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"LLM Tuning in Medical","displayText":"LLM Tuning in Medical","webSearchUrl":"https://www.bing.com/images/search?q=LLM+Tuning+in+Medical&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5404.1","searchLink":"https://www.bing.com/api/v7/images/search?q=LLM+Tuning+in+Medical","thumbnail":{"thumbnailUrl":"https://tse3.mm.bing.net/th?q=LLM+Tuning+in+Medical&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"Prompt Tuning Paper","displayText":"Prompt Tuning Paper","webSearchUrl":"https://www.bing.com/images/search?q=Prompt+Tuning+Paper&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5406.1","searchLink":"https://www.bing.com/api/v7/images/search?q=Prompt+Tuning+Paper","thumbnail":{"thumbnailUrl":"https://tse2.mm.bing.net/th?q=Prompt+Tuning+Paper&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"Prompt Tuning Architecture","displayText":"Prompt Tuning Architecture","webSearchUrl":"https://www.bing.com/images/search?q=Prompt+Tuning+Architecture&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5408.1","searchLink":"https://www.bing.com/api/v7/images/search?q=Prompt+Tuning+Architecture","thumbnail":{"thumbnailUrl":"https://tse1.mm.bing.net/th?q=Prompt+Tuning+Architecture&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"Prompt Tuning Example","displayText":"Prompt Tuning Example","webSearchUrl":"https://www.bing.com/images/search?q=Prompt+Tuning+Example&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5410.1","searchLink":"https://www.bing.com/api/v7/images/search?q=Prompt+Tuning+Example","thumbnail":{"thumbnailUrl":"https://tse4.mm.bing.net/th?q=Prompt+Tuning+Example&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"Illustrating Prompt Enginering and Fine Tuning","displayText":"Illustrating Prompt Enginering and Fine Tuning","webSearchUrl":"https://www.bing.com/images/search?q=Illustrating+Prompt+Enginering+and+Fine+Tuning&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5412.1","searchLink":"https://www.bing.com/api/v7/images/search?q=Illustrating+Prompt+Enginering+and+Fine+Tuning","thumbnail":{"thumbnailUrl":"https://tse1.mm.bing.net/th?q=Illustrating+Prompt+Enginering+and+Fine+Tuning&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"Prompt Tuning Process","displayText":"Prompt Tuning Process","webSearchUrl":"https://www.bing.com/images/search?q=Prompt+Tuning+Process&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5414.1","searchLink":"https://www.bing.com/api/v7/images/search?q=Prompt+Tuning+Process","thumbnail":{"thumbnailUrl":"https://tse1.mm.bing.net/th?q=Prompt+Tuning+Process&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"What Is Uprise in Prompt Tuning","displayText":"What Is Uprise in Prompt Tuning","webSearchUrl":"https://www.bing.com/images/search?q=What+Is+Uprise+in+Prompt+Tuning&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5416.1","searchLink":"https://www.bing.com/api/v7/images/search?q=What+Is+Uprise+in+Prompt+Tuning","thumbnail":{"thumbnailUrl":"https://tse1.mm.bing.net/th?q=What+Is+Uprise+in+Prompt+Tuning&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"Images for Prompting and Fine Tuning LLM","displayText":"Images for Prompting and Fine Tuning LLM","webSearchUrl":"https://www.bing.com/images/search?q=Images+for+Prompting+and+Fine+Tuning+LLM&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5418.1","searchLink":"https://www.bing.com/api/v7/images/search?q=Images+for+Prompting+and+Fine+Tuning+LLM","thumbnail":{"thumbnailUrl":"https://tse3.mm.bing.net/th?q=Images+for+Prompting+and+Fine+Tuning+LLM&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"Prompt Tuning in Peft","displayText":"Prompt Tuning in Peft","webSearchUrl":"https://www.bing.com/images/search?q=Prompt+Tuning+in+Peft&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5420.1","searchLink":"https://www.bing.com/api/v7/images/search?q=Prompt+Tuning+in+Peft","thumbnail":{"thumbnailUrl":"https://tse4.mm.bing.net/th?q=Prompt+Tuning+in+Peft&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"LLM Fine-Tuning Workflow","displayText":"LLM Fine-Tuning Workflow","webSearchUrl":"https://www.bing.com/images/search?q=LLM+Fine-Tuning+Workflow&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5422.1","searchLink":"https://www.bing.com/api/v7/images/search?q=LLM+Fine-Tuning+Workflow","thumbnail":{"thumbnailUrl":"https://tse1.mm.bing.net/th?q=LLM+Fine-Tuning+Workflow&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"LLM Pre Training Instruction Tuning Alignment Tuning","displayText":"LLM Pre Training Instruction Tuning Alignment Tuning","webSearchUrl":"https://www.bing.com/images/search?q=LLM+Pre+Training+Instruction+Tuning+Alignment+Tuning&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5424.1","searchLink":"https://www.bing.com/api/v7/images/search?q=LLM+Pre+Training+Instruction+Tuning+Alignment+Tuning","thumbnail":{"thumbnailUrl":"https://tse2.mm.bing.net/th?q=LLM+Pre+Training+Instruction+Tuning+Alignment+Tuning&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"Prompt Tuning Route","displayText":"Prompt Tuning Route","webSearchUrl":"https://www.bing.com/images/search?q=Prompt+Tuning+Route&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5426.1","searchLink":"https://www.bing.com/api/v7/images/search?q=Prompt+Tuning+Route","thumbnail":{"thumbnailUrl":"https://tse1.mm.bing.net/th?q=Prompt+Tuning+Route&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"Prompt Response Paradigm LLM","displayText":"Prompt Response Paradigm LLM","webSearchUrl":"https://www.bing.com/images/search?q=Prompt+Response+Paradigm+LLM&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5428.1","searchLink":"https://www.bing.com/api/v7/images/search?q=Prompt+Response+Paradigm+LLM","thumbnail":{"thumbnailUrl":"https://tse2.mm.bing.net/th?q=Prompt+Response+Paradigm+LLM&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"Openai Guide to Writting Prompt LLM","displayText":"Openai Guide to Writting Prompt LLM","webSearchUrl":"https://www.bing.com/images/search?q=Openai+Guide+to+Writting+Prompt+LLM&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5430.1","searchLink":"https://www.bing.com/api/v7/images/search?q=Openai+Guide+to+Writting+Prompt+LLM","thumbnail":{"thumbnailUrl":"https://tse1.mm.bing.net/th?q=Openai+Guide+to+Writting+Prompt+LLM&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"Rag LLM Prompt Cycle","displayText":"Rag LLM Prompt Cycle","webSearchUrl":"https://www.bing.com/images/search?q=Rag+LLM+Prompt+Cycle&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5432.1","searchLink":"https://www.bing.com/api/v7/images/search?q=Rag+LLM+Prompt+Cycle","thumbnail":{"thumbnailUrl":"https://tse4.mm.bing.net/th?q=Rag+LLM+Prompt+Cycle&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"Build Prompt Fot LLM","displayText":"Build Prompt Fot LLM","webSearchUrl":"https://www.bing.com/images/search?q=Build+Prompt+Fot+LLM&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5434.1","searchLink":"https://www.bing.com/api/v7/images/search?q=Build+Prompt+Fot+LLM","thumbnail":{"thumbnailUrl":"https://tse3.mm.bing.net/th?q=Build+Prompt+Fot+LLM&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"Adapter vs Lora vs Prompt Tuning","displayText":"Adapter vs Lora vs Prompt Tuning","webSearchUrl":"https://www.bing.com/images/search?q=Adapter+vs+Lora+vs+Prompt+Tuning&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5436.1","searchLink":"https://www.bing.com/api/v7/images/search?q=Adapter+vs+Lora+vs+Prompt+Tuning","thumbnail":{"thumbnailUrl":"https://tse1.mm.bing.net/th?q=Adapter+vs+Lora+vs+Prompt+Tuning&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"LLMs Traning Steps","displayText":"LLMs Traning Steps","webSearchUrl":"https://www.bing.com/images/search?q=LLMs+Traning+Steps&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5438.1","searchLink":"https://www.bing.com/api/v7/images/search?q=LLMs+Traning+Steps","thumbnail":{"thumbnailUrl":"https://tse3.mm.bing.net/th?q=LLMs+Traning+Steps&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"Prompts in Video Description","displayText":"Prompts in Video Description","webSearchUrl":"https://www.bing.com/images/search?q=Prompts+in+Video+Description&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5440.1","searchLink":"https://www.bing.com/api/v7/images/search?q=Prompts+in+Video+Description","thumbnail":{"thumbnailUrl":"https://tse4.mm.bing.net/th?q=Prompts+in+Video+Description&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"Prompt Tuning Model Logo","displayText":"Prompt Tuning Model Logo","webSearchUrl":"https://www.bing.com/images/search?q=Prompt+Tuning+Model+Logo&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5442.1","searchLink":"https://www.bing.com/api/v7/images/search?q=Prompt+Tuning+Model+Logo","thumbnail":{"thumbnailUrl":"https://tse4.mm.bing.net/th?q=Prompt+Tuning+Model+Logo&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"How Does an LLM Use Prompts","displayText":"How Does an LLM Use Prompts","webSearchUrl":"https://www.bing.com/images/search?q=How+Does+an+LLM+Use+Prompts&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5444.1","searchLink":"https://www.bing.com/api/v7/images/search?q=How+Does+an+LLM+Use+Prompts","thumbnail":{"thumbnailUrl":"https://tse2.mm.bing.net/th?q=How+Does+an+LLM+Use+Prompts&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"Promp Tuning","displayText":"Promp Tuning","webSearchUrl":"https://www.bing.com/images/search?q=Promp+Tuning&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5446.1","searchLink":"https://www.bing.com/api/v7/images/search?q=Promp+Tuning","thumbnail":{"thumbnailUrl":"https://tse4.mm.bing.net/th?q=Promp+Tuning&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"Prompt of Large Language Models","displayText":"Prompt of Large Language Models","webSearchUrl":"https://www.bing.com/images/search?q=Prompt+of+Large+Language+Models&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5448.1","searchLink":"https://www.bing.com/api/v7/images/search?q=Prompt+of+Large+Language+Models","thumbnail":{"thumbnailUrl":"https://tse3.mm.bing.net/th?q=Prompt+of+Large+Language+Models&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"Need for Speed Image Prompt LLM Model","displayText":"Need for Speed Image Prompt LLM Model","webSearchUrl":"https://www.bing.com/images/search?q=Need+for+Speed+Image+Prompt+LLM+Model&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5450.1","searchLink":"https://www.bing.com/api/v7/images/search?q=Need+for+Speed+Image+Prompt+LLM+Model","thumbnail":{"thumbnailUrl":"https://tse4.mm.bing.net/th?q=Need+for+Speed+Image+Prompt+LLM+Model&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"Prefix Fine-Tuning LLM","displayText":"Prefix Fine-Tuning LLM","webSearchUrl":"https://www.bing.com/images/search?q=Prefix+Fine-Tuning+LLM&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5452.1","searchLink":"https://www.bing.com/api/v7/images/search?q=Prefix+Fine-Tuning+LLM","thumbnail":{"thumbnailUrl":"https://tse4.mm.bing.net/th?q=Prefix+Fine-Tuning+LLM&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"Data Fine-Tuning LLM","displayText":"Data Fine-Tuning LLM","webSearchUrl":"https://www.bing.com/images/search?q=Data+Fine-Tuning+LLM&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5454.1","searchLink":"https://www.bing.com/api/v7/images/search?q=Data+Fine-Tuning+LLM","thumbnail":{"thumbnailUrl":"https://tse2.mm.bing.net/th?q=Data+Fine-Tuning+LLM&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}},{"text":"Prompt Tuning Reinforce Learning","displayText":"Prompt Tuning Reinforce Learning","webSearchUrl":"https://www.bing.com/images/search?q=Prompt+Tuning+Reinforce+Learning&FORM=IRPATC","webSearchUrlPingSuffix":"images.LB.1,5456.1","searchLink":"https://www.bing.com/api/v7/images/search?q=Prompt+Tuning+Reinforce+Learning","thumbnail":{"thumbnailUrl":"https://tse3.mm.bing.net/th?q=Prompt+Tuning+Reinforce+Learning&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1"}}],"createdate":1769822083669}
[curl_error] =>
[product_name_used] => Prompt-Tuning-In-Llm
[parsed] => Array
(
[name] => prompt-tuning-in-llm inr loc:in
[totalEstimatedMatches] => 42
[nextOffset] => 41
[currentOffset] => 0
[value] => Array
(
[D35C79D334355B7FA7A77DDA22B62B85B0DA048F] => Array
(
[name] => Prompt Engineering vs. RAG vs. Finetuning: What’s the Difference? | by ...
[thumbnailUrl] => https://tse4.mm.bing.net/th/id/OIP.h_RfOBiTzMAImfWSmLRQnwHaFd?pid=Api
[datePublished] => 2025-02-22T04:50:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://miro.medium.com/v2/resize:fit:1358/1*khb7XTzRPKVKsBJJFAWS6g.png
[hostPageUrl] => https://blog.aidetic.in/prompt-engineering-vs-rag-vs-finetuning-whats-the-difference-78466d70b5df
[contentSize] => 195637 B
[width] => 1358
[height] => 1001
[cDNContentUrl] => https://th.bing.com/th/id/R.87f45f381893ccc00899f59298b4509f?rik=PcWXPUNTtfd6eg&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => F840AD0B58B26B22ADD77A7AF7B553433D97C53D
[accentColor] => CA9C01
)
[6FAFEDF5A02DB0346BBCAD4A2AD5497E645F47EF] => Array
(
[name] => Beyond Token Prediction: the post-Pretraining journey of modern LLMs ...
[thumbnailUrl] => https://tse4.mm.bing.net/th/id/OIP.c0nqb-6cE80Qp9oP0-8KpQHaFm?pid=Api
[datePublished] => 2024-02-05T00:23:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => http://amatria.in/blog/images/113-1.png
[hostPageUrl] => http://amatria.in/blog/postpretraining
[contentSize] => 349023 B
[width] => 1999
[height] => 1510
[cDNContentUrl] => https://th.bing.com/th/id/R.7349ea6fee9c13cd10a7da0fd3ef0aa5?rik=9vreXwrSC0O2yw&riu=http%3a%2f%2famatria.in%2fblog%2fimages%2f113-1.png&ehk=LvJKGfHjCGdQQnrx6jpBzJRkmjDp0vgTa5wx9q3Ungc%3d&risl=&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => FE74F546E7945DA2A4DACBB6430BD20A5FDEFAF6
[accentColor] => B26219
)
[2DE147A9D281AF5B242D1C5D853E0D6A1CD34005] => Array
(
[name] => Can Prompt Engineering Methods Surpass Fine-tuning, 48% OFF
[thumbnailUrl] => https://tse4.mm.bing.net/th/id/OIP.N4CdthpR1urnZeqzC06Y5QHaD5?pid=Api
[datePublished] => 2023-11-19T17:45:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://heidloff.net/assets/img/2023/03/mtprompt-tuning1.jpeg
[hostPageUrl] => https://www.elevate.in/?w=can-prompt-engineering-methods-surpass-fine-tuning-performance-with-cc-kwaggyug
[contentSize] => 262451 B
[width] => 1900
[height] => 1000
[cDNContentUrl] => https://th.bing.com/th/id/R.37809db61a51d6eae765eab30b4e98e5?rik=0h50mi0Y%2brVC0g&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => 50043DC1A6D0E358D5C1D242B5FA182D9A741ED2
[accentColor] => 047CC7
)
[27F9AC8EF04C9C2E38BD7DDA22B62B85B0DA048F] => Array
(
[name] => Prompt Engineering vs. RAG vs. Finetuning: What’s the Difference? | by ...
[thumbnailUrl] => https://tse4.mm.bing.net/th/id/OIP.5e6I97VBuAROI6onCvAZzAHaEn?pid=Api
[datePublished] => 2024-08-05T00:00:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://miro.medium.com/v2/da:true/resize:fit:1200/0*N91DPeZN6uSkkLik
[hostPageUrl] => https://blog.aidetic.in/prompt-engineering-vs-rag-vs-finetuning-whats-the-difference-78466d70b5df
[contentSize] => 69230 B
[width] => 1200
[height] => 749
[cDNContentUrl] => https://th.bing.com/th/id/R.e5ee88f7b541b8044e23aa270af019cc?rik=cp%2fK6A%2fEyeKD2w&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => F840AD0B58B26B22ADD7DB83E2C9C40FE8CA9F72
[accentColor] => 3F3F3F
)
[BD3FC819ECC0F016C1957AE4A460A2A071BA29AA] => Array
(
[name] => LLM Auto Optimizer: Real-Time Model Tuning for Cost, Latency, and ...
[thumbnailUrl] => https://tse4.mm.bing.net/th/id/OIF.rIt7qdFc6RJvvO0ovxTPLA?pid=Api
[datePublished] => 2026-01-22T03:37:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://media.licdn.com/dms/image/v2/D4E22AQFvMhEVWmieEQ/feedshare-shrink_1280/B4EZvhp_jfKsAg-/0/1769017440802?e=2147483647&v=beta&t=sxGffD2ii2t1_G2D3rB4GqKb4Eb73ymwiDWqOdIxzFg
[hostPageUrl] => https://www.linkedin.com/posts/nicholas-ruest_rust-agenticengineering-opensource-activity-7419796931465388032--WRg
[contentSize] => 107199 B
[width] => 1024
[height] => 1024
[cDNContentUrl] => https://th.bing.com/th/id/R.92d4419b7538d0514b89ef688349f5bf?rik=&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => AA92AB170A2A064A4EA7591C610F0CCE918CF3DB
[accentColor] => BC780F
[isFresh] => 1
)
[64201408936F7953728A59A413C789EBAE47D3BC] => Array
(
[name] => LLM大语言模型优化方法简介:Prompt、RAG、Fine-tuning-CSDN博客
[thumbnailUrl] => https://tse4.mm.bing.net/th/id/OIF.fbqqXakTvmrywUdoG62TtA?pid=Api
[datePublished] => 2026-01-26T02:11:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://i-blog.csdnimg.cn/img_convert/7ae69b4ba4a92444b6f11d1eac91f318.jpeg
[hostPageUrl] => https://blog.csdn.net/huang9604/article/details/157388146
[contentSize] => 23005 B
[width] => 350
[height] => 784
[cDNContentUrl] => https://th.bing.com/th/id/R.53832d74c4c2284a5968c843086ca782?rik=&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => CB3D74EABE987C314A95A8273597F63980410246
[accentColor] => 1C3AAF
[isFresh] => 1
)
[8FF61EEE661045634D221AE661AB317B65423F5D] => Array
(
[name] => Understanding LLM workflows | RHEL AI: Try LLMs the easy way | Red Hat ...
[thumbnailUrl] => https://tse3.mm.bing.net/th/id/OIP.LFUalFhUf165CwR6ftQBAwHaEv?pid=Api
[datePublished] => 2024-09-05T12:00:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://developers.redhat.com/sites/default/files/llm_lp_figure_2sub.png
[hostPageUrl] => https://developers.redhat.com/learning/learn:rhel-ai-try-llms-easy-way/resource/resources:understanding-llm-workflows
[contentSize] => 81949 B
[width] => 869
[height] => 557
[cDNContentUrl] => https://th.bing.com/th/id/R.2c551a9458547f5eb90b047a7ed40103?rik=%2bG%2fh7mYBVDbUIg&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => D5F32456B713BA166EA122D436540166EEE16FF8
[accentColor] => A0932B
)
[53B88E7991949569B87F5A99D772BA6F0482FB3B] => Array
(
[name] => Prompt Engineering 201: Advanced methods and toolkits - AI, software ...
[thumbnailUrl] => https://tse1.mm.bing.net/th/id/OIP.J7beaDYFKGniOFz6Jl7vvAHaEj?pid=Api
[datePublished] => 2023-06-04T02:41:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => http://amatria.in/blog/images/104-3.png
[hostPageUrl] => http://amatria.in/blog/prompt201
[contentSize] => 792757 B
[width] => 1999
[height] => 1229
[cDNContentUrl] => https://th.bing.com/th/id/R.27b6de6836052869e2385cfa265eefbc?rik=NYvolxlJWZaL9w&riu=http%3a%2f%2famatria.in%2fblog%2fimages%2f104-3.png&ehk=g04kYwLSzCo6GoRObEb3rF5Kh6%2bf%2f6KSHwZWP4RoKCQ%3d&risl=&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => B3BF2840F6AB277D99A5F78B9659491997E88B35
[accentColor] => B01B23
)
[5590A829E56BE321F4B8DDB9D1BDA3C8FF9F2CCB] => Array
(
[name] => Final Tune-Up Begins: South Africa Face Unpredictable West Indies
[thumbnailUrl] => https://tse3.mm.bing.net/th?id=OIF.nwGWVHqnKOSR%2bWeO2%2felZg&pid=Api
[datePublished] => 2026-01-27T00:11:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://aws-br-images.s3.us-east-2.amazonaws.com/images/96/5d/965de60ee70dec39ee92bcc59b7774ad.jpg
[hostPageUrl] => https://www.telecomasia.net/in/blog/final-tune-up-begins-south-africa-face-unpredictable-west-indies/
[contentSize] => 125417 B
[width] => 1200
[height] => 800
[cDNContentUrl] => https://th.bing.com/th/id/R.f4c36e81023989ff30ead4f9746f221f?rik=&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => BCC2F9FF8C3ADB1D9BDD8B4F123EB65E928A0955
[accentColor] => 2666A5
[isFresh] => 1
)
[C70AA4C641003BFF046CDDB9D1BDA3C8FF9F2CCB] => Array
(
[name] => Final Tune-Up Begins: South Africa Face Unpredictable West Indies
[thumbnailUrl] => https://tse4.mm.bing.net/th?id=OIF.rKS%2bx9B5sJ9WD5DRQhjHZQ&pid=Api
[datePublished] => 2026-01-27T00:11:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://aws-br-images.s3.us-east-2.amazonaws.com/images/b2/f0/b2f0ec4bd585b9feccd71251b8ede309.jpg
[hostPageUrl] => https://www.telecomasia.net/in/blog/final-tune-up-begins-south-africa-face-unpredictable-west-indies/
[contentSize] => 302611 B
[width] => 1600
[height] => 1066
[cDNContentUrl] => https://th.bing.com/th/id/R.e7e47b0d4de712fdc0f0575b0c9922fd?rik=&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => BCC2F9FF8C3ADB1D9BDDC640FFB300146C4AA07C
[accentColor] => 9F3E2C
[isFresh] => 1
)
[7347D20FA60EC680CCA0C5FA813B0057D5D4DA72] => Array
(
[name] => LLM テクニックの習得: 推論の最適化 - NVIDIA 技術ブログ
[thumbnailUrl] => https://tse3.mm.bing.net/th/id/OIP.N75RfDC7fgIR9ETV35GRUgHaEK?pid=Api
[datePublished] => 2024-01-19T03:11:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://developer-blogs.nvidia.com/ja-jp/wp-content/uploads/sites/6/2024/01/llm-optimize-deploy-graphic.jpg
[hostPageUrl] => https://developer.nvidia.com/ja-jp/blog/mastering-llm-techniques-inference-optimization/
[contentSize] => 98378 B
[width] => 1999
[height] => 1125
[cDNContentUrl] => https://th.bing.com/th/id/R.37be517c30bb7e0211f444d5df919152?rik=N3Qt8GrgbAjMCg&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => 27AD4D5D7500B318AF5C0ACC086CE06AF02D7437
[accentColor] => 75A328
)
[2CC64205166AE339B6EF1F49290A9A8DD6D6F527] => Array
(
[name] => Mastering Retrieval Augmented Generation with LLM, LangChain, and ...
[thumbnailUrl] => https://tse3.mm.bing.net/th/id/OIP.YkxOSJqThp3XKvTuAYeetgHaEK?pid=Api
[datePublished] => 2023-09-12T10:25:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://miro.medium.com/v2/resize:fit:1358/1*kSkeaXRvRzbJ9SrFZaMoOg.png
[hostPageUrl] => https://blogs.ainomic.in/mastering-retrieval-augmented-generation-with-llm-langchain-and-python-7496b67cbc2a
[contentSize] => 154172 B
[width] => 1358
[height] => 764
[cDNContentUrl] => https://th.bing.com/th/id/R.624c4e489a93869dd72af4ee01879eb6?rik=wmwkUGGmPpNr%2fg&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => 725F6D6DD8A9A09294F1FE6B933EA66150246CC2
[accentColor] => 787853
)
[AC3AC9FA2C4E19D3FAAF439C8658451875239015] => Array
(
[name] => 3rd ODI Preview: Series on the Line as Sri Lanka Trust Spin, England ...
[thumbnailUrl] => https://tse4.mm.bing.net/th/id/OIF.Rl3n51FsgQBtpLlkUS3bnw?pid=Api
[datePublished] => 2026-01-27T00:11:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://aws-br-images.s3.us-east-2.amazonaws.com/images/2e/57/2e5783dbd74b808e827bcea95f1b5d86.jpg
[hostPageUrl] => https://www.telecomasia.net/in/blog/3rd-odi-preview-series-on-the-line-as-sri-lanka-trust-spin-england-back-batter/
[contentSize] => 180453 B
[width] => 1280
[height] => 853
[cDNContentUrl] => https://th.bing.com/th/id/R.51f6251f2af786469de625e7ae419d6d?rik=&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => 5109325781548568C934FAAF3D91E4C2AF9CA3CA
[accentColor] => 0A7CC1
[isFresh] => 1
)
[9690736D4FC3B7ECEA4D95EF743817B37ED94A39] => Array
(
[name] => Transformers and LLMs — Part 9: Preference Tuning & RLHF — Making LLMs ...
[thumbnailUrl] => https://tse4.mm.bing.net/th?id=OIF.5qaX0EJV5mU0LNLjE6%2bZOg&pid=Api
[datePublished] => 2026-01-29T11:51:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://miro.medium.com/v2/resize:fit:1200/1*jyc3-Bnnv7vvmYFE_o7_zg.png
[hostPageUrl] => https://medium.com/@ashishbodla/transformers-and-llms-part-9-preference-tuning-rlhf-making-llms-human-centric-87f951205f87
[contentSize] => 65053 B
[width] => 1200
[height] => 479
[cDNContentUrl] => https://th.bing.com/th/id/R.ffc05d713e7be2c68dbb32597ef162ab?rik=&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => 93A49DE73B718347FE59D4AECE7B3CF4D6370969
[accentColor] => 414141
[isFresh] => 1
)
[A02F1F83A54C82754E71439C8658451875239015] => Array
(
[name] => 3rd ODI Preview: Series on the Line as Sri Lanka Trust Spin, England ...
[thumbnailUrl] => https://tse3.mm.bing.net/th?id=OIF.Wk8CBjxDEFmpGBoqo%2fPAhg&pid=Api
[datePublished] => 2026-01-27T00:11:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://aws-br-images.s3.us-east-2.amazonaws.com/images/06/1c/061cb576ec719b5aa855798d1ff521ef.jpg
[hostPageUrl] => https://www.telecomasia.net/in/blog/3rd-odi-preview-series-on-the-line-as-sri-lanka-trust-spin-england-back-batter/
[contentSize] => 103159 B
[width] => 839
[height] => 433
[cDNContentUrl] => https://th.bing.com/th/id/R.b63fb8fc1c28b39e9fc29dadd0c1d491?rik=&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => 5109325781548568C93417E45728C45A38F1F20A
[accentColor] => C79304
[isFresh] => 1
)
[36CEEA29040A554D5760FA4A17D89E599F3DE82D] => Array
(
[name] => Fine-Tuning LLMs with RL for ML Code Generation: Post-Mortem - Data ...
[thumbnailUrl] => https://tse2.mm.bing.net/th?id=OIF.qkQn7Txv3l%2bp9prxL2Duvw&pid=Api
[datePublished] => 2026-01-30T17:16:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://canada1.discourse-cdn.com/flex009/uploads/numerai/original/1X/bea71c23d60806887f6fecacf14c1c7fcf1df935.png
[hostPageUrl] => https://forum.numer.ai/t/fine-tuning-llms-with-rl-for-ml-code-generation-post-mortem/8235
[contentSize] => 7707 B
[width] => 467
[height] => 557
[cDNContentUrl] => https://th.bing.com/th/id/R.752065105424872a74de017fefa87e63?rik=&pid=ImgRaw&r=0
[isTransparent] => 1
[imageId] => D28ED3F995E98D71A4AF0675D455A04092AEEC63
[accentColor] => 060808
[isFresh] => 1
)
[A4C332DC0714D1F1FBA3DDB9D1BDA3C8FF9F2CCB] => Array
(
[name] => Final Tune-Up Begins: South Africa Face Unpredictable West Indies
[thumbnailUrl] => https://tse4.mm.bing.net/th?id=OIF.DEjX0prX1eVwFtgB7C%2buog&pid=Api
[datePublished] => 2026-01-27T00:11:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://aws-br-images.s3.us-east-2.amazonaws.com/images/13/35/1335c720d77abbe63639629246a78e1d.jpg
[hostPageUrl] => https://www.telecomasia.net/in/blog/final-tune-up-begins-south-africa-face-unpredictable-west-indies/
[contentSize] => 78074 B
[width] => 1024
[height] => 576
[cDNContentUrl] => https://th.bing.com/th/id/R.f8ceb59364dcfb8de6b396aabde42e33?rik=&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => BCC2F9FF8C3ADB1D9BDD3ABF1F1D4170CD233C4A
[accentColor] => 204EAB
[isFresh] => 1
)
[C57517A3D881A20949C2DED42F9FB49C64A19BD0] => Array
(
[name] => Preview 4th T20I: India Eye Clean Sweep As New Zealand Chase Pride
[thumbnailUrl] => https://tse1.mm.bing.net/th?id=OIF.2S5Fd%2fOumPMp96342JzS7A&pid=Api
[datePublished] => 2026-01-28T09:08:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://aws-br-images.s3.us-east-2.amazonaws.com/images/09/e2/09e2d5d74fa092a6ccccd122dc3935f8.jpg
[hostPageUrl] => https://www.telecomasia.net/in/blog/preview-4th-t20i-india-eye-clean-sweep-as-new-zealand-chase-pride/
[contentSize] => 411322 B
[width] => 1600
[height] => 900
[cDNContentUrl] => https://th.bing.com/th/id/R.97f9938485292c2b938ffd36399371d2?rik=&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => 0DB91A46C94BF9F24DED2C94902A188D3A71575C
[accentColor] => 1449B6
[isFresh] => 1
)
[F1484BCBC402ECAD7F3DFF32996DC33D1DC16986] => Array
(
[name] => 1st T20I: Bowlers Set It Up, Markram Finishes As Proteas Crush West Indies
[thumbnailUrl] => https://tse1.mm.bing.net/th/id/OIF.5nLci4h96tN7hHLiH2O8hw?pid=Api
[datePublished] => 2026-01-28T01:08:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://aws-br-images.s3.us-east-2.amazonaws.com/images/b5/20/b520bb113196a8f20bd979d466aca098.jpg
[hostPageUrl] => https://www.telecomasia.net/in/blog/1st-t20i-bowlers-set-it-up-markram-finishes-as-proteas-crush-west-indies/
[contentSize] => 285955 B
[width] => 1391
[height] => 912
[cDNContentUrl] => https://th.bing.com/th/id/R.4b61a88ba79f9d315894a4994fac3f2a?rik=&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => 68961CD1D33CD69923FFD3F7DACE204CBCB4841F
[accentColor] => BF120C
[isFresh] => 1
)
[9AD1678EC5421263A783756F174C61FBD7593465] => Array
(
[name] => How to segment texts for embeddings?
[thumbnailUrl] => https://tse2.mm.bing.net/th/id/OIP.pM2njwLKJGrJrQPhhMk4hgHaFl?pid=Api
[datePublished] => 2023-04-21T12:58:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://abdullin.com/images/llm-info-retrieval-pipeline-focus-on-index.png
[hostPageUrl] => https://abdullin.com/llm/how-to-segment-text-for-embeddings/
[contentSize] => 122997 B
[width] => 1024
[height] => 772
[cDNContentUrl] => https://th.bing.com/th/id/R.a4cda78f02ca246ac9ad03e184c93886?rik=qR126FwkITZ6OA&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => 5643957DBF16C471F657387A3621245CE8761DA9
[accentColor] => BD590E
)
[CFD59BC07E722DBA07318CB01DACA98297E28670] => Array
(
[name] => Sciver-Brunt’s Maiden WPL Century Lifts Mumbai Indians Past Royal ...
[thumbnailUrl] => https://tse4.mm.bing.net/th?id=OIF.EhIEIKz7EGr%2fogEKw9Edvg&pid=Api
[datePublished] => 2026-01-27T00:11:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://aws-br-images.s3.us-east-2.amazonaws.com/images/32/b6/32b65eff37214b99e92a826fc19b6c82.jpg
[hostPageUrl] => https://www.telecomasia.net/in/blog/sciver-brunt-s-maiden-wpl-century-lifts-mumbai-indians-past-royal-challengers-bengaluru/
[contentSize] => 39345 B
[width] => 1024
[height] => 575
[cDNContentUrl] => https://th.bing.com/th/id/R.505a8177ef0816aacb4b26fe5ce568c6?rik=&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => 07682E79289ACAD10BC81370ABD227E70CB95DFC
[accentColor] => 4D6333
[isFresh] => 1
)
[5F981ECACE16EEC5FD4D9DC1B3AE6E878B6792D5] => Array
(
[name] => 3rd ODI: Brook, Root Centuries Power England to Series Win over Sri Lanka
[thumbnailUrl] => https://tse1.mm.bing.net/th?id=OIF.vqkMWk23NuT%2fvzelGPpfOg&pid=Api
[datePublished] => 2026-01-27T22:35:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://aws-br-images.s3.us-east-2.amazonaws.com/images/2e/2b/2e2b9482622f0efd773052a9263351b4.png
[hostPageUrl] => https://www.telecomasia.net/in/blog/3rd-odi-brook-root-centuries-power-england-to-series-win-over-sri-lanka/
[contentSize] => 828360 B
[width] => 957
[height] => 587
[cDNContentUrl] => https://th.bing.com/th/id/R.fb8a41504fe4fcada4326fcca178cfac?rik=&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => 5D2976B878E6EA3B1CD9D4DF5CEE61ECACE189F5
[accentColor] => C3A408
[isFresh] => 1
)
[C24DAC2F9D0BE9B32EA180A9D0A41FD3768980C1] => Array
(
[name] => Training vs. Fine-tuning: What is the Difference? | by Anurag Kumar ...
[thumbnailUrl] => https://tse2.mm.bing.net/th/id/OIP.2HN2FSkgD1E3pWcnKR9TOAHaGg?pid=Api
[datePublished] => 2024-11-22T09:56:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://miro.medium.com/v2/resize:fit:1358/0*XkNWjXVRly6dShNK
[hostPageUrl] => https://blog.aidetic.in/training-vs-fine-tuning-what-is-the-difference-7b19829c59bf
[contentSize] => 138854 B
[width] => 1102
[height] => 968
[cDNContentUrl] => https://th.bing.com/th/id/R.d873761529200f5137a56727291f5338?rik=LNTK8tmwnjviGg&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => 1C0898673DF14A0D9A081AE23B9EB0D9F2CAD42C
[accentColor] => C87103
)
[78479914B9081FC28D80FA699E88B72BE3550016] => Array
(
[name] => Types of RAG: An Overview. Retrieval Augmented Generation is the… | by ...
[thumbnailUrl] => https://tse1.mm.bing.net/th/id/OIP.S2Pke2RG9oNbQcoFqRJ2GwHaFC?pid=Api
[datePublished] => 2024-01-21T04:42:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://miro.medium.com/v2/resize:fit:1358/0*p_LnCvVGjvtrriKF.png
[hostPageUrl] => https://blog.jayanthk.in/types-of-rag-an-overview-0e2b3ed71b82
[contentSize] => 272927 B
[width] => 1358
[height] => 924
[cDNContentUrl] => https://th.bing.com/th/id/R.4b63e47b6446f6835b41ca05a912761b?rik=h3SZQZuA8SzYCA&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => 6100553EB27B88E996AF08D82CF1809B41997487
[accentColor] => AE8B1D
)
[0AB36080378D179512A1DED42F9FB49C64A19BD0] => Array
(
[name] => Preview 4th T20I: India Eye Clean Sweep As New Zealand Chase Pride
[thumbnailUrl] => https://tse3.mm.bing.net/th/id/OIF.MKN7epuyFWoTevjk9ao7Ug?pid=Api
[datePublished] => 2026-01-28T09:08:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://aws-br-images.s3.us-east-2.amazonaws.com/images/fc/07/fc07b91669269f2fe2625a197710e5b0.jpg
[hostPageUrl] => https://www.telecomasia.net/in/blog/preview-4th-t20i-india-eye-clean-sweep-as-new-zealand-chase-pride/
[contentSize] => 173781 B
[width] => 806
[height] => 568
[cDNContentUrl] => https://th.bing.com/th/id/R.dd4949774a9c6f1497dfe5c96ea22a92?rik=&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => 0DB91A46C94BF9F24DED1A215971D87308063BA0
[accentColor] => B47317
[isFresh] => 1
)
[41BEF854D9FA37F5EC201C5D853E0D6A1CD34005] => Array
(
[name] => Can Prompt Engineering Methods Surpass Fine-tuning, 48% OFF
[thumbnailUrl] => https://tse4.mm.bing.net/th/id/OIP.Gqf0Z9Rw4dvQ63_dr3zR2QHaH_?pid=Api
[datePublished] => 2023-11-19T17:45:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://cdn4.vectorstock.com/i/1000x1000/48/28/fine-tuning-icon-gear-and-screwdriver-service-vector-18304828.jpg
[hostPageUrl] => https://www.elevate.in/?w=can-prompt-engineering-methods-surpass-fine-tuning-performance-with-cc-kwaggyug
[contentSize] => 71934 B
[width] => 1000
[height] => 1080
[cDNContentUrl] => https://th.bing.com/th/id/R.1aa7f467d470e1dbd0eb7fddaf7cd1d9?rik=FOuPRZ2vc1%2fOAg&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => 50043DC1A6D0E358D5C102CE5F73AF9D458FEB14
[accentColor] => 31709A
)
[0E0B02F9667106A11359DCFFD91E7047BAE7B71D] => Array
(
[name] => Prompt - Free computer icons
[thumbnailUrl] => https://tse3.mm.bing.net/th/id/OIP.9KTAl41TvKLsS0383S3LjwAAAA?pid=Api
[datePublished] => 2023-05-16T01:08:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://cdn-icons-png.flaticon.com/256/10817/10817257.png
[hostPageUrl] => https://www.flaticon.com/free-icon/prompt_10817257
[contentSize] => 25253 B
[width] => 256
[height] => 256
[cDNContentUrl] => https://th.bing.com/th/id/R.f4a4c0978d53bca2ec4b4dfcdd2dcb8f?rik=4LAgn2YXYBoxlQ&pid=ImgRaw&r=0
[isTransparent] => 1
[imageId] => D17B7EAB7407E19DFFCD95311A6017669F20B0E0
[accentColor] => 546577
)
[83F62F4FC7C604BA4848019662AD91234E6D501C] => Array
(
[name] => QLoRa:在消费级GPU上微调大型语言模型
[thumbnailUrl] => https://tse3.mm.bing.net/th/id/OIP.L1tb3mu7WbH6icxApzYd1wHaDQ?pid=Api
[datePublished] => 2025-02-10T18:24:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://pic2.zhimg.com/v2-32a5f00428c9101f15d2598eb5e69395_r.jpg
[hostPageUrl] => https://sechub.in/view/2674631
[contentSize] => 107090 B
[width] => 2000
[height] => 881
[cDNContentUrl] => https://th.bing.com/th/id/R.2f5b5bde6bbb59b1fa89cc40a7361dd7?rik=OG%2fy9HxsQKuEhA&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => C105D6E43219DA2669108484AB406C7CF4F26F38
[accentColor] => 61656A
)
[5761F8186C2CC9B8664BF83CC6D12DD65204FD69] => Array
(
[name] => LLM Full Form, LLM Specialization, Top Colleges For LLM
[thumbnailUrl] => https://tse1.mm.bing.net/th/id/OIP.2T2ugARAfCREQCYF4NpFewHaEo?pid=Api
[datePublished] => 2024-05-20T02:31:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://www.pw.live/exams/wp-content/uploads/2024/05/LLM-Full-Form.jpg
[hostPageUrl] => https://www.pw.live/exams/law/llm-full-form/
[contentSize] => 546604 B
[width] => 1280
[height] => 800
[cDNContentUrl] => https://th.bing.com/th/id/R.d93dae8004407c2444402605e0da457b?rik=dRaPgcbCnItmtA&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => 96DF40256DD21D6CC38FB4668B9CC2C6818F1675
[accentColor] => CB9F00
)
[67AA2ACE6F1F7342D2957A42522E478E966A1352] => Array
(
[name] => Knowledge-Guided Prompt Learning for Few-Shot Text Classification
[thumbnailUrl] => https://tse2.mm.bing.net/th/id/OIP.zAIxIiQVF0oAhilk2bBlVgHaHl?pid=Api
[datePublished] => 2023-03-21T19:01:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://pub.mdpi-res.com/electronics/electronics-12-01486/article_deploy/html/images/electronics-12-01486-g004.png?1679462309
[hostPageUrl] => https://www.mdpi.com/2079-9292/12/6/1486
[contentSize] => 82891 B
[width] => 3056
[height] => 3131
[cDNContentUrl] => https://th.bing.com/th/id/R.cc0231222415174a00862964d9b06556?rik=dqqi7PbxNyQtWQ&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => 2531A669E874E22524A7592D2437F1F6ECA2AA76
[accentColor] => 445B88
)
[74E744F373D2EB5A3B364A975A4C061BC3B089A1] => Array
(
[name] => Transformer models: an introduction and catalog — 2023 Edition - AI ...
[thumbnailUrl] => https://tse1.mm.bing.net/th/id/OIP.zEFbGVTOZkZgBDa78BFQZgHaDl?pid=Api
[datePublished] => 2022-06-08T13:48:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => http://amatria.in/blog/images/02-06.png
[hostPageUrl] => http://amatria.in/blog/transformer-models-an-introduction-and-catalog-2d1e9039f376/
[contentSize] => 180990 B
[width] => 1774
[height] => 860
[cDNContentUrl] => https://th.bing.com/th/id/R.cc415b1954ce6646600436bbf0115066?rik=R35EPzctvqWzYw&riu=http%3a%2f%2famatria.in%2fblog%2fimages%2f02-06.png&ehk=cFNJPfPkQxoygDR7olRVVGs8Gv5%2fXaU8K8mBv1hz4GU%3d&risl=&pid=ImgRaw&r=0
[isTransparent] => 1
[imageId] => 1A980B3CB160C4A579A463B3A5BE2D373F447E47
[accentColor] => 05C6C6
)
[193596063B60B6E50AC8BFDE35D03CFDF95909CA] => Array
(
[name] => Fine-Tuning Llama 3.1 LLM Model on Databricks | by Anurag Kumar | Aidetic
[thumbnailUrl] => https://tse3.mm.bing.net/th/id/OIP.hFMVoBNVsKKaItY5zjr_UAHaE8?pid=Api
[datePublished] => 2025-01-02T14:20:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://miro.medium.com/v2/resize:fit:1358/1*HhJPjT1-jFan_hsuurgfrQ.png
[hostPageUrl] => https://blog.aidetic.in/fine-tuning-llama-3-1-llm-model-on-databricks-0ca4d3571a3c
[contentSize] => 432044 B
[width] => 806
[height] => 539
[cDNContentUrl] => https://th.bing.com/th/id/R.845315a01355b0a29a22d639ce3aff50?rik=kVNpYLMGa16gjA&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => AC90959FDFC30D53EDFB8CA05E6B06B360695391
[accentColor] => 4B6480
)
[4EEE8684C95812E4449CFAB6FB3B1FB2D676AE91] => Array
(
[name] => Suraj Yadav | Fullstack Software Engineer | AI Engineer
[thumbnailUrl] => https://tse1.mm.bing.net/th/id/OIP.aQeHfvYFa03WdbBRBOksSQHaHa?pid=Api
[datePublished] => 2025-02-19T04:24:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://twimlai.com/wp-content/uploads/llms_800x800.png
[hostPageUrl] => https://suraj.techboy.in/
[contentSize] => 22066 B
[width] => 800
[height] => 800
[cDNContentUrl] => https://th.bing.com/th/id/R.6907877ef6056b4dd675b05104e92c49?rik=5O5oSJyFIU5EyQ&pid=ImgRaw&r=0
[isTransparent] => 1
[imageId] => 19EA676D2BF1B3BF6BAFC9444E21859C4868EEE4
[accentColor] => 009ECB
)
[A11F4BA18953BF6CEEA6CA318BEB03DE153F9B5B] => Array
(
[name] => This Modified Hyundai i20 Looks Sportier Than N-Line Variant! » Car ...
[thumbnailUrl] => https://tse2.mm.bing.net/th/id/OIP.3oPL0KUAPvrq-XMRTwZSTwHaFG?pid=Api
[datePublished] => 2021-09-10T14:59:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://www.carblogindia.com/wp-content/uploads/2021/09/2021-Hyundai-i20-Concept.jpg
[hostPageUrl] => https://www.carblogindia.com/modified-hyundai-i20-n-line/
[contentSize] => 96610 B
[width] => 1018
[height] => 702
[cDNContentUrl] => https://th.bing.com/th/id/R.de83cbd0a5003efaeaf973114f06524f?rik=GvG0Gpg1%2b8buag&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => B5B9F351ED30BEB813AC6AEEC6FB35981AB4F11A
[accentColor] => C9020E
)
[8656442CCC4CF0C674FDC3FD219FF29D8C2A27F0] => Array
(
[name] => MagiDeal Carburetor with Fuel Line Tune Up Kit for STIHL BR500 Gas ...
[thumbnailUrl] => https://tse2.mm.bing.net/th/id/OIP.kuRcljNkaCb3RY7h_xm_dgHaHa?pid=Api
[datePublished] => 2017-11-15T15:27:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://m.media-amazon.com/images/I/61Xsg+ZC1XL._SL1024_.jpg
[hostPageUrl] => https://www.amazon.in/MagiDeal-Carburetor-STIHL-Chainsaw-Trimmers/dp/B0751FQFND
[contentSize] => 76829 B
[width] => 1024
[height] => 1024
[cDNContentUrl] => https://th.bing.com/th/id/R.92e45c9633646826f7458ee1ff19bf76?rik=aGVEwszED2xH3w&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => 0F72A2C8D92FF912DF3CDF476C0FC4CCC2446568
[accentColor] => C8C703
)
[25AB875B3BD69DB45706FEE7B41737FF8310AD49] => Array
(
[name] => Adefol WT-589 Carburetor and 13031039132 Air Filter Fuel Line Tune Up ...
[thumbnailUrl] => https://tse1.mm.bing.net/th/id/OIP.suQekDaF-pZ0fjN9cbMRWwHaG0?pid=Api
[datePublished] => 2021-12-02T23:47:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://m.media-amazon.com/images/I/71KQ+bs0EgL._SL1250_.jpg
[hostPageUrl] => https://www.amazon.in/Adefol-Carburetor-13031039132-Chainsaw-Replaces/dp/B08FBXDJCK
[contentSize] => 176744 B
[width] => 1250
[height] => 1150
[cDNContentUrl] => https://th.bing.com/th/id/R.b2e41e903685fa96747e337d71b3115b?rik=Urp4tbNt2Ut1YA&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => 94DA0138FF73714B7EEF60754BD96DB3B578BA52
[accentColor] => 4A5181
)
[030EBD452E907C45596594BCA752A703FC135718] => Array
(
[name] => Aisencarburetor For Tanaka Tbc 220 Tph 260pf 25cc Long Reach ...
[thumbnailUrl] => https://tse3.mm.bing.net/th/id/OIP.iEw8uEfR6qrABULKpyHdOgHaHa?pid=Api
[datePublished] => 2022-06-15T01:58:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://m.media-amazon.com/images/I/51r1TZV2uEL.jpg
[hostPageUrl] => https://www.desertcart.in/products/195413931-aisen-carburetor-for-tanaka-tbc-220-tph-260-pf-25-cc-long-reach-pole-hedge-trimmer-carb-gasket-fuel-line-tune-up-kit
[contentSize] => 57179 B
[width] => 1010
[height] => 1010
[cDNContentUrl] => https://th.bing.com/th/id/R.884c3cb847d1eaaac00542caa721dd3a?rik=MODbVOIJx1SVVg&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => 817531CF307A257ACB49569554C709E254DBE030
[accentColor] => 989033
)
[5EEFA89DEC9F773F4F736842BD54E448624D8995] => Array
(
[name] => Rohan Rathore, Singer Of The OG Viral Song, Emptiness, Doesn’t Exist
[thumbnailUrl] => https://tse4.mm.bing.net/th/id/OIP.sUQch02Sjixbd6N5Vl9_QAHaE2?pid=Api
[datePublished] => 2022-06-02T13:37:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://img.mensxp.com/media/content/2022/Jun/Image-1_Axis-Bank_6298bde49e351.jpeg
[hostPageUrl] => https://www.mensxp.com/special-features/features/108940-the-og-viral-song-emptiness-rohan-rathore-does-not-exist.html
[contentSize] => 62096 B
[width] => 740
[height] => 484
[cDNContentUrl] => https://th.bing.com/th/id/R.b1441c874d928e2c5b77a379565f7f40?rik=5f6K2c75d%2fP0Nw&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => 5998D426844E45DB248637F4F377F9CED98AFEE5
[accentColor] => 646962
)
[B8C965C889A230212D89F382A936F7353F5D0695] => Array
(
[name] => Why Sleep Texting Is A Real Problem And It’s Time To Put A Stop To It
[thumbnailUrl] => https://tse1.mm.bing.net/th/id/OIP.7Fi_v6fzltrDg164lK6PlwHaE7?pid=Api
[datePublished] => 2018-12-02T12:53:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://im.indiatimes.in/media/content/2018/Dec/why_sleep_texting_is_a_real_problem_and_its_time_to_put_a_stop_to_it_1543756039_725x725.jpg
[hostPageUrl] => https://www.indiatimes.com/health/healthyliving/why-sleep-texting-is-a-real-problem-and-it-s-time-to-put-a-stop-to-it-357796.html
[contentSize] => 27398 B
[width] => 725
[height] => 483
[cDNContentUrl] => https://th.bing.com/th/id/R.ec58bfbfa7f396dac3835eb894ae8f97?rik=i5xWjJgqAxLSmA&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => 5960D5F3537F639A283F98D212032A988C569C8B
[accentColor] => 024AB1
)
[9278AA6F36CBE946F78D7FD04C5FE8B04EAAE860] => Array
(
[name] => The Royal Opera House Mumbai | Mumbai Royal Opera House
[thumbnailUrl] => https://tse1.mm.bing.net/th/id/OIP.VGFtF1X3T-CHN41ewb5U7wHaDA?pid=Api
[datePublished] => 2016-12-21T12:16:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://www.royaloperahouse.in/imagehandler/image-handler.ashx?imagepath=homebanner/pic-large-seating-capacity-3.jpg
[hostPageUrl] => https://www.royaloperahouse.in/
[contentSize] => 153699 B
[width] => 1600
[height] => 650
[cDNContentUrl] => https://th.bing.com/th/id/R.54616d1755f74fe087378d5ec1be54ef?rik=KYeq9mO8nmR%2f2A&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => 068EAAE40B8EF5C40DF7D87F649EBC63F6AA8729
[accentColor] => B58216
)
[A453B25981EE9C8C2CFA0F0C85852EA53518513B] => Array
(
[name] => Touchwood
[thumbnailUrl] => https://tse1.mm.bing.net/th/id/OIP.utnDDCe-oJAsAyPDXW55qgAAAA?pid=Api
[datePublished] => 2019-02-17T14:17:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => http://www.touchwoodautomations.com/img/doc/Res2.png
[hostPageUrl] => http://www.touchwoodautomations.com/residential-services.php
[contentSize] => 37689 B
[width] => 299
[height] => 299
[cDNContentUrl] => https://th.bing.com/th/id/R.bad9c30c27bea0902c0323c35d6e79aa?rik=SjUrlRjuycjCrw&riu=http%3a%2f%2fwww.touchwoodautomations.com%2fimg%2fdoc%2fRes2.png&ehk=a%2bz9UbROBGe5M3%2fKdMZwF9%2blJdjxLzPAp%2f1YbHx5Eic%3d&risl=&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => B31581535AE25858C0F0AFC2C8C9EE18952B354A
[accentColor] => A92D22
)
)
[relatedSearches] => Array
(
[0] => Array
(
[text] => LLM Prompt
[displayText] => LLM Prompt
[webSearchUrl] => https://www.bing.com/images/search?q=LLM+Prompt&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5358.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=LLM+Prompt
[thumbnail] => Array
(
[thumbnailUrl] => https://tse2.mm.bing.net/th?q=LLM+Prompt&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[1] => Array
(
[text] => Prompt Tuning
[displayText] => Prompt Tuning
[webSearchUrl] => https://www.bing.com/images/search?q=Prompt+Tuning&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5360.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=Prompt+Tuning
[thumbnail] => Array
(
[thumbnailUrl] => https://tse4.mm.bing.net/th?q=Prompt+Tuning&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[2] => Array
(
[text] => Fine-Tuning LLM
[displayText] => Fine-Tuning LLM
[webSearchUrl] => https://www.bing.com/images/search?q=Fine-Tuning+LLM&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5362.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=Fine-Tuning+LLM
[thumbnail] => Array
(
[thumbnailUrl] => https://tse4.mm.bing.net/th?q=Fine-Tuning+LLM&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[3] => Array
(
[text] => LLM Prompt Icon
[displayText] => LLM Prompt Icon
[webSearchUrl] => https://www.bing.com/images/search?q=LLM+Prompt+Icon&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5364.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=LLM+Prompt+Icon
[thumbnail] => Array
(
[thumbnailUrl] => https://tse3.mm.bing.net/th?q=LLM+Prompt+Icon&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[4] => Array
(
[text] => Prompt Tuning Diagram
[displayText] => Prompt Tuning Diagram
[webSearchUrl] => https://www.bing.com/images/search?q=Prompt+Tuning+Diagram&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5366.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=Prompt+Tuning+Diagram
[thumbnail] => Array
(
[thumbnailUrl] => https://tse1.mm.bing.net/th?q=Prompt+Tuning+Diagram&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[5] => Array
(
[text] => Instruct Tuning LLM
[displayText] => Instruct Tuning LLM
[webSearchUrl] => https://www.bing.com/images/search?q=Instruct+Tuning+LLM&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5368.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=Instruct+Tuning+LLM
[thumbnail] => Array
(
[thumbnailUrl] => https://tse3.mm.bing.net/th?q=Instruct+Tuning+LLM&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[6] => Array
(
[text] => 大模型 Prompt Tuning
[displayText] => 大模型 Prompt Tuning
[webSearchUrl] => https://www.bing.com/images/search?q=%E5%A4%A7%E6%A8%A1%E5%9E%8B+Prompt+Tuning&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5370.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=%E5%A4%A7%E6%A8%A1%E5%9E%8B+Prompt+Tuning
[thumbnail] => Array
(
[thumbnailUrl] => https://tse1.mm.bing.net/th?q=%e5%a4%a7%e6%a8%a1%e5%9e%8b+Prompt+Tuning&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[7] => Array
(
[text] => Prompt Tuning Template
[displayText] => Prompt Tuning Template
[webSearchUrl] => https://www.bing.com/images/search?q=Prompt+Tuning+Template&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5372.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=Prompt+Tuning+Template
[thumbnail] => Array
(
[thumbnailUrl] => https://tse2.mm.bing.net/th?q=Prompt+Tuning+Template&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[8] => Array
(
[text] => Prompt Creation LLM
[displayText] => Prompt Creation LLM
[webSearchUrl] => https://www.bing.com/images/search?q=Prompt+Creation+LLM&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5374.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=Prompt+Creation+LLM
[thumbnail] => Array
(
[thumbnailUrl] => https://tse3.mm.bing.net/th?q=Prompt+Creation+LLM&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[9] => Array
(
[text] => LLM Instruction Tuning
[displayText] => LLM Instruction Tuning
[webSearchUrl] => https://www.bing.com/images/search?q=LLM+Instruction+Tuning&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5376.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=LLM+Instruction+Tuning
[thumbnail] => Array
(
[thumbnailUrl] => https://tse3.mm.bing.net/th?q=LLM+Instruction+Tuning&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[10] => Array
(
[text] => LLM Prompt Engineering Cycle
[displayText] => LLM Prompt Engineering Cycle
[webSearchUrl] => https://www.bing.com/images/search?q=LLM+Prompt+Engineering+Cycle&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5378.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=LLM+Prompt+Engineering+Cycle
[thumbnail] => Array
(
[thumbnailUrl] => https://tse1.mm.bing.net/th?q=LLM+Prompt+Engineering+Cycle&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[11] => Array
(
[text] => LLM Prompt Template Pattern
[displayText] => LLM Prompt Template Pattern
[webSearchUrl] => https://www.bing.com/images/search?q=LLM+Prompt+Template+Pattern&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5380.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=LLM+Prompt+Template+Pattern
[thumbnail] => Array
(
[thumbnailUrl] => https://tse4.mm.bing.net/th?q=LLM+Prompt+Template+Pattern&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[12] => Array
(
[text] => Soft Prompt LLM
[displayText] => Soft Prompt LLM
[webSearchUrl] => https://www.bing.com/images/search?q=Soft+Prompt+LLM&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5382.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=Soft+Prompt+LLM
[thumbnail] => Array
(
[thumbnailUrl] => https://tse4.mm.bing.net/th?q=Soft+Prompt+LLM&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[13] => Array
(
[text] => LLM Prompt Learning
[displayText] => LLM Prompt Learning
[webSearchUrl] => https://www.bing.com/images/search?q=LLM+Prompt+Learning&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5384.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=LLM+Prompt+Learning
[thumbnail] => Array
(
[thumbnailUrl] => https://tse2.mm.bing.net/th?q=LLM+Prompt+Learning&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[14] => Array
(
[text] => Prompt Tuning vs Fine-Tuning
[displayText] => Prompt Tuning vs Fine-Tuning
[webSearchUrl] => https://www.bing.com/images/search?q=Prompt+Tuning+vs+Fine-Tuning&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5386.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=Prompt+Tuning+vs+Fine-Tuning
[thumbnail] => Array
(
[thumbnailUrl] => https://tse3.mm.bing.net/th?q=Prompt+Tuning+vs+Fine-Tuning&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[15] => Array
(
[text] => LLM Prompt Ensemble
[displayText] => LLM Prompt Ensemble
[webSearchUrl] => https://www.bing.com/images/search?q=LLM+Prompt+Ensemble&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5388.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=LLM+Prompt+Ensemble
[thumbnail] => Array
(
[thumbnailUrl] => https://tse1.mm.bing.net/th?q=LLM+Prompt+Ensemble&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[16] => Array
(
[text] => Soft Prompt Tunning LLM
[displayText] => Soft Prompt Tunning LLM
[webSearchUrl] => https://www.bing.com/images/search?q=Soft+Prompt+Tunning+LLM&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5390.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=Soft+Prompt+Tunning+LLM
[thumbnail] => Array
(
[thumbnailUrl] => https://tse3.mm.bing.net/th?q=Soft+Prompt+Tunning+LLM&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[17] => Array
(
[text] => Ai Prompt Tuning
[displayText] => Ai Prompt Tuning
[webSearchUrl] => https://www.bing.com/images/search?q=Ai+Prompt+Tuning&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5392.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=Ai+Prompt+Tuning
[thumbnail] => Array
(
[thumbnailUrl] => https://tse2.mm.bing.net/th?q=Ai+Prompt+Tuning&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[18] => Array
(
[text] => How to Prompt LLM to Follow Format
[displayText] => How to Prompt LLM to Follow Format
[webSearchUrl] => https://www.bing.com/images/search?q=How+to+Prompt+LLM+to+Follow+Format&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5394.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=How+to+Prompt+LLM+to+Follow+Format
[thumbnail] => Array
(
[thumbnailUrl] => https://tse2.mm.bing.net/th?q=How+to+Prompt+LLM+to+Follow+Format&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[19] => Array
(
[text] => Soft Prompt Tuning Examples
[displayText] => Soft Prompt Tuning Examples
[webSearchUrl] => https://www.bing.com/images/search?q=Soft+Prompt+Tuning+Examples&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5396.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=Soft+Prompt+Tuning+Examples
[thumbnail] => Array
(
[thumbnailUrl] => https://tse1.mm.bing.net/th?q=Soft+Prompt+Tuning+Examples&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[20] => Array
(
[text] => Prompt Tuning 强化学习
[displayText] => Prompt Tuning 强化学习
[webSearchUrl] => https://www.bing.com/images/search?q=Prompt+Tuning+%E5%BC%BA%E5%8C%96%E5%AD%A6%E4%B9%A0&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5398.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=Prompt+Tuning+%E5%BC%BA%E5%8C%96%E5%AD%A6%E4%B9%A0
[thumbnail] => Array
(
[thumbnailUrl] => https://tse4.mm.bing.net/th?q=Prompt+Tuning+%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[21] => Array
(
[text] => Lora Tuning LLM
[displayText] => Lora Tuning LLM
[webSearchUrl] => https://www.bing.com/images/search?q=Lora+Tuning+LLM&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5400.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=Lora+Tuning+LLM
[thumbnail] => Array
(
[thumbnailUrl] => https://tse1.mm.bing.net/th?q=Lora+Tuning+LLM&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[22] => Array
(
[text] => LLM Tuning Dashboard
[displayText] => LLM Tuning Dashboard
[webSearchUrl] => https://www.bing.com/images/search?q=LLM+Tuning+Dashboard&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5402.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=LLM+Tuning+Dashboard
[thumbnail] => Array
(
[thumbnailUrl] => https://tse3.mm.bing.net/th?q=LLM+Tuning+Dashboard&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[23] => Array
(
[text] => LLM Tuning in Medical
[displayText] => LLM Tuning in Medical
[webSearchUrl] => https://www.bing.com/images/search?q=LLM+Tuning+in+Medical&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5404.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=LLM+Tuning+in+Medical
[thumbnail] => Array
(
[thumbnailUrl] => https://tse3.mm.bing.net/th?q=LLM+Tuning+in+Medical&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[24] => Array
(
[text] => Prompt Tuning Paper
[displayText] => Prompt Tuning Paper
[webSearchUrl] => https://www.bing.com/images/search?q=Prompt+Tuning+Paper&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5406.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=Prompt+Tuning+Paper
[thumbnail] => Array
(
[thumbnailUrl] => https://tse2.mm.bing.net/th?q=Prompt+Tuning+Paper&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[25] => Array
(
[text] => Prompt Tuning Architecture
[displayText] => Prompt Tuning Architecture
[webSearchUrl] => https://www.bing.com/images/search?q=Prompt+Tuning+Architecture&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5408.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=Prompt+Tuning+Architecture
[thumbnail] => Array
(
[thumbnailUrl] => https://tse1.mm.bing.net/th?q=Prompt+Tuning+Architecture&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[26] => Array
(
[text] => Prompt Tuning Example
[displayText] => Prompt Tuning Example
[webSearchUrl] => https://www.bing.com/images/search?q=Prompt+Tuning+Example&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5410.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=Prompt+Tuning+Example
[thumbnail] => Array
(
[thumbnailUrl] => https://tse4.mm.bing.net/th?q=Prompt+Tuning+Example&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[27] => Array
(
[text] => Illustrating Prompt Enginering and Fine Tuning
[displayText] => Illustrating Prompt Enginering and Fine Tuning
[webSearchUrl] => https://www.bing.com/images/search?q=Illustrating+Prompt+Enginering+and+Fine+Tuning&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5412.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=Illustrating+Prompt+Enginering+and+Fine+Tuning
[thumbnail] => Array
(
[thumbnailUrl] => https://tse1.mm.bing.net/th?q=Illustrating+Prompt+Enginering+and+Fine+Tuning&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[28] => Array
(
[text] => Prompt Tuning Process
[displayText] => Prompt Tuning Process
[webSearchUrl] => https://www.bing.com/images/search?q=Prompt+Tuning+Process&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5414.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=Prompt+Tuning+Process
[thumbnail] => Array
(
[thumbnailUrl] => https://tse1.mm.bing.net/th?q=Prompt+Tuning+Process&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[29] => Array
(
[text] => What Is Uprise in Prompt Tuning
[displayText] => What Is Uprise in Prompt Tuning
[webSearchUrl] => https://www.bing.com/images/search?q=What+Is+Uprise+in+Prompt+Tuning&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5416.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=What+Is+Uprise+in+Prompt+Tuning
[thumbnail] => Array
(
[thumbnailUrl] => https://tse1.mm.bing.net/th?q=What+Is+Uprise+in+Prompt+Tuning&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[30] => Array
(
[text] => Images for Prompting and Fine Tuning LLM
[displayText] => Images for Prompting and Fine Tuning LLM
[webSearchUrl] => https://www.bing.com/images/search?q=Images+for+Prompting+and+Fine+Tuning+LLM&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5418.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=Images+for+Prompting+and+Fine+Tuning+LLM
[thumbnail] => Array
(
[thumbnailUrl] => https://tse3.mm.bing.net/th?q=Images+for+Prompting+and+Fine+Tuning+LLM&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[31] => Array
(
[text] => Prompt Tuning in Peft
[displayText] => Prompt Tuning in Peft
[webSearchUrl] => https://www.bing.com/images/search?q=Prompt+Tuning+in+Peft&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5420.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=Prompt+Tuning+in+Peft
[thumbnail] => Array
(
[thumbnailUrl] => https://tse4.mm.bing.net/th?q=Prompt+Tuning+in+Peft&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[32] => Array
(
[text] => LLM Fine-Tuning Workflow
[displayText] => LLM Fine-Tuning Workflow
[webSearchUrl] => https://www.bing.com/images/search?q=LLM+Fine-Tuning+Workflow&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5422.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=LLM+Fine-Tuning+Workflow
[thumbnail] => Array
(
[thumbnailUrl] => https://tse1.mm.bing.net/th?q=LLM+Fine-Tuning+Workflow&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[33] => Array
(
[text] => LLM Pre Training Instruction Tuning Alignment Tuning
[displayText] => LLM Pre Training Instruction Tuning Alignment Tuning
[webSearchUrl] => https://www.bing.com/images/search?q=LLM+Pre+Training+Instruction+Tuning+Alignment+Tuning&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5424.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=LLM+Pre+Training+Instruction+Tuning+Alignment+Tuning
[thumbnail] => Array
(
[thumbnailUrl] => https://tse2.mm.bing.net/th?q=LLM+Pre+Training+Instruction+Tuning+Alignment+Tuning&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[34] => Array
(
[text] => Prompt Tuning Route
[displayText] => Prompt Tuning Route
[webSearchUrl] => https://www.bing.com/images/search?q=Prompt+Tuning+Route&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5426.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=Prompt+Tuning+Route
[thumbnail] => Array
(
[thumbnailUrl] => https://tse1.mm.bing.net/th?q=Prompt+Tuning+Route&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[35] => Array
(
[text] => Prompt Response Paradigm LLM
[displayText] => Prompt Response Paradigm LLM
[webSearchUrl] => https://www.bing.com/images/search?q=Prompt+Response+Paradigm+LLM&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5428.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=Prompt+Response+Paradigm+LLM
[thumbnail] => Array
(
[thumbnailUrl] => https://tse2.mm.bing.net/th?q=Prompt+Response+Paradigm+LLM&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[36] => Array
(
[text] => Openai Guide to Writting Prompt LLM
[displayText] => Openai Guide to Writting Prompt LLM
[webSearchUrl] => https://www.bing.com/images/search?q=Openai+Guide+to+Writting+Prompt+LLM&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5430.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=Openai+Guide+to+Writting+Prompt+LLM
[thumbnail] => Array
(
[thumbnailUrl] => https://tse1.mm.bing.net/th?q=Openai+Guide+to+Writting+Prompt+LLM&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[37] => Array
(
[text] => Rag LLM Prompt Cycle
[displayText] => Rag LLM Prompt Cycle
[webSearchUrl] => https://www.bing.com/images/search?q=Rag+LLM+Prompt+Cycle&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5432.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=Rag+LLM+Prompt+Cycle
[thumbnail] => Array
(
[thumbnailUrl] => https://tse4.mm.bing.net/th?q=Rag+LLM+Prompt+Cycle&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[38] => Array
(
[text] => Build Prompt Fot LLM
[displayText] => Build Prompt Fot LLM
[webSearchUrl] => https://www.bing.com/images/search?q=Build+Prompt+Fot+LLM&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5434.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=Build+Prompt+Fot+LLM
[thumbnail] => Array
(
[thumbnailUrl] => https://tse3.mm.bing.net/th?q=Build+Prompt+Fot+LLM&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[39] => Array
(
[text] => Adapter vs Lora vs Prompt Tuning
[displayText] => Adapter vs Lora vs Prompt Tuning
[webSearchUrl] => https://www.bing.com/images/search?q=Adapter+vs+Lora+vs+Prompt+Tuning&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5436.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=Adapter+vs+Lora+vs+Prompt+Tuning
[thumbnail] => Array
(
[thumbnailUrl] => https://tse1.mm.bing.net/th?q=Adapter+vs+Lora+vs+Prompt+Tuning&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[40] => Array
(
[text] => LLMs Traning Steps
[displayText] => LLMs Traning Steps
[webSearchUrl] => https://www.bing.com/images/search?q=LLMs+Traning+Steps&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5438.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=LLMs+Traning+Steps
[thumbnail] => Array
(
[thumbnailUrl] => https://tse3.mm.bing.net/th?q=LLMs+Traning+Steps&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[41] => Array
(
[text] => Prompts in Video Description
[displayText] => Prompts in Video Description
[webSearchUrl] => https://www.bing.com/images/search?q=Prompts+in+Video+Description&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5440.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=Prompts+in+Video+Description
[thumbnail] => Array
(
[thumbnailUrl] => https://tse4.mm.bing.net/th?q=Prompts+in+Video+Description&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[42] => Array
(
[text] => Prompt Tuning Model Logo
[displayText] => Prompt Tuning Model Logo
[webSearchUrl] => https://www.bing.com/images/search?q=Prompt+Tuning+Model+Logo&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5442.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=Prompt+Tuning+Model+Logo
[thumbnail] => Array
(
[thumbnailUrl] => https://tse4.mm.bing.net/th?q=Prompt+Tuning+Model+Logo&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[43] => Array
(
[text] => How Does an LLM Use Prompts
[displayText] => How Does an LLM Use Prompts
[webSearchUrl] => https://www.bing.com/images/search?q=How+Does+an+LLM+Use+Prompts&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5444.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=How+Does+an+LLM+Use+Prompts
[thumbnail] => Array
(
[thumbnailUrl] => https://tse2.mm.bing.net/th?q=How+Does+an+LLM+Use+Prompts&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[44] => Array
(
[text] => Promp Tuning
[displayText] => Promp Tuning
[webSearchUrl] => https://www.bing.com/images/search?q=Promp+Tuning&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5446.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=Promp+Tuning
[thumbnail] => Array
(
[thumbnailUrl] => https://tse4.mm.bing.net/th?q=Promp+Tuning&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[45] => Array
(
[text] => Prompt of Large Language Models
[displayText] => Prompt of Large Language Models
[webSearchUrl] => https://www.bing.com/images/search?q=Prompt+of+Large+Language+Models&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5448.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=Prompt+of+Large+Language+Models
[thumbnail] => Array
(
[thumbnailUrl] => https://tse3.mm.bing.net/th?q=Prompt+of+Large+Language+Models&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[46] => Array
(
[text] => Need for Speed Image Prompt LLM Model
[displayText] => Need for Speed Image Prompt LLM Model
[webSearchUrl] => https://www.bing.com/images/search?q=Need+for+Speed+Image+Prompt+LLM+Model&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5450.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=Need+for+Speed+Image+Prompt+LLM+Model
[thumbnail] => Array
(
[thumbnailUrl] => https://tse4.mm.bing.net/th?q=Need+for+Speed+Image+Prompt+LLM+Model&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[47] => Array
(
[text] => Prefix Fine-Tuning LLM
[displayText] => Prefix Fine-Tuning LLM
[webSearchUrl] => https://www.bing.com/images/search?q=Prefix+Fine-Tuning+LLM&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5452.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=Prefix+Fine-Tuning+LLM
[thumbnail] => Array
(
[thumbnailUrl] => https://tse4.mm.bing.net/th?q=Prefix+Fine-Tuning+LLM&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[48] => Array
(
[text] => Data Fine-Tuning LLM
[displayText] => Data Fine-Tuning LLM
[webSearchUrl] => https://www.bing.com/images/search?q=Data+Fine-Tuning+LLM&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5454.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=Data+Fine-Tuning+LLM
[thumbnail] => Array
(
[thumbnailUrl] => https://tse2.mm.bing.net/th?q=Data+Fine-Tuning+LLM&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
[49] => Array
(
[text] => Prompt Tuning Reinforce Learning
[displayText] => Prompt Tuning Reinforce Learning
[webSearchUrl] => https://www.bing.com/images/search?q=Prompt+Tuning+Reinforce+Learning&FORM=IRPATC
[webSearchUrlPingSuffix] => images.LB.1,5456.1
[searchLink] => https://www.bing.com/api/v7/images/search?q=Prompt+Tuning+Reinforce+Learning
[thumbnail] => Array
(
[thumbnailUrl] => https://tse3.mm.bing.net/th?q=Prompt+Tuning+Reinforce+Learning&pid=Api&mkt=en-US&cc=US&setlang=en&adlt=strict&t=1
)
)
)
[createdate] => 1769822083669
)
[json_error] => No error
[products_count] => 41
[related_searches_count] => 50
[first_product_sample] => Array
(
[name] => Prompt Engineering vs. RAG vs. Finetuning: What’s the Difference? | by ...
[thumbnailUrl] => https://tse4.mm.bing.net/th/id/OIP.h_RfOBiTzMAImfWSmLRQnwHaFd?pid=Api
[datePublished] => 2025-02-22T04:50:00.0000000Z
[isFamilyFriendly] => 1
[contentUrl] => https://miro.medium.com/v2/resize:fit:1358/1*khb7XTzRPKVKsBJJFAWS6g.png
[hostPageUrl] => https://blog.aidetic.in/prompt-engineering-vs-rag-vs-finetuning-whats-the-difference-78466d70b5df
[contentSize] => 195637 B
[width] => 1358
[height] => 1001
[cDNContentUrl] => https://th.bing.com/th/id/R.87f45f381893ccc00899f59298b4509f?rik=PcWXPUNTtfd6eg&pid=ImgRaw&r=0
[isTransparent] =>
[imageId] => F840AD0B58B26B22ADD77A7AF7B553433D97C53D
[accentColor] => CA9C01
)
)
[skipped_products] => Array
(
)
)