.jpg)
![[PDF] Statistical Language Models for Information Retrieval by ...](https://img.perlego.com/books/RM_Books/ingram_csplus_gexhsuob/9783031021305_300_450.webp)
.jpg)
.jpg)
%20enhances%20large%20language%20models%20(LLMs)%20by%20incorporating%20additional%20information%20from%20retrieval.%20However%2C%20studies%20have%20shown%20that%20LLMs%20still%20face%20challenges%20in%20effectively%20using%20the%20retrieved%20information%2C%20even%20ignoring%20it%20or%20being%20misled%20by%20it.%20The%20key%20reason%20is%20that%20the%20training%20of%20LLMs%20does%20not%20clearly%20make%20LLMs%20learn%20how%20to%20utilize%20input%20retrieved%20texts%20with%20varied%20quality.%20In%20this%20paper%2C%20we%20propose%20a%20novel%20perspective%20that%20considers%20the%20role%20of%20LLMs%20in%20RAG%20as%20%60%60Information%20Refiner''%2C%20which%20means%20that%20regardless%20of%20correctness%2C%20completeness%2C%20or%20usefulness%20of%20retrieved%20texts%2C%20LLMs%20can%20consistently%20integrate%20knowledge%20within%20the%20retrieved%20texts%20and%20model%20parameters%20to%20generate%20the%20texts%20that%20are%20more%20concise%2C%20accurate%2C%20and%20complete%20than%20the%20retrieved%20texts.%20To%20this%20end%2C%20we%20propose%20an%20information%20refinement%20training%20method%20named%20InFO-RAG%20that%20optimizes%20LLMs%20for%20RAG%20in%20an%20unsupervised%20manner.%20InFO-RAG%20is%20low-cost%20and%20general%20across%20various%20tasks.%20Extensive%20experiments%20on%20zero-shot%20prediction%20of%2011%20datasets%20in%20diverse%20tasks%20including%20Question%20Answering%2C%20Slot-Filling%2C%20Language%20Modeling%2C%20Dialogue%2C%20and%20Code%20Generation%20show%20that%20InFO-RAG%20improves%20the%20performance%20of%20LLaMA2%20by%20an%20average%20of%209.39%25%20relative%20points.%20InFO-RAG%20also%20shows%20advantages%20in%20in-context%20learning%20and%20robustness%20of%20RAG.)
%20is%20dependent%20on%20the%20quality%20of%20information%20retrieval.%20As%20the%20corpus%20of%20contextual%20information%20grows%2C%20the%20answer%2Finference%20quality%20of%20Retrieval%20Augmented%20Generation%20(RAG)%20based%20Question%20Answering%20(QA)%20systems%20declines.%20This%20work%20solves%20this%20problem%20by%20combining%20classical%20text%20classification%20with%20the%20Large%20Language%20Model%20(LLM)%20to%20enable%20quick%20information%20retrieval%20from%20the%20vector%20store%20and%20ensure%20the%20relevancy%20of%20retrieved%20information.%20For%20the%20same%2C%20this%20work%20proposes%20a%20new%20approach%20Context%20Augmented%20retrieval%20(CAR)%2C%20where%20partitioning%20of%20vector%20database%20by%20real-time%20classification%20of%20information%20flowing%20into%20the%20corpus%20is%20done.%20CAR%20demonstrates%20good%20quality%20answer%20generation%20along%20with%20significant%20reduction%20in%20information%20retrieval%20and%20answer%20generation%20time.)
![[2308.07107] Large Language Models for Information Retrieval: A Survey](https://ar5iv.labs.arxiv.org/html/2308.07107/assets/x3.png)
![[논문 읽기] Large Language Models for Information Retrieval: A Survey](https://blog.kakaocdn.net/dn/K1aVd/btsts6SaSzu/n2HLf7aEsOd8FrsoR9J0hK/img.png)
![[2308.07107] Large Language Models for Information Retrieval: A Survey](https://ar5iv.labs.arxiv.org/html/2308.07107/assets/x4.png)
![Natural Language Processing (NLP) [A Complete Guide]](https://wordpress.deeplearning.ai/wp-content/uploads/2022/10/03.-Information-Retrieval_Captioned3-1024x577.png)
Build enterprises with our business language models for information retrieval gallery of comprehensive galleries of strategic images. strategically presenting photography, images, and pictures. designed to convey professionalism and success. Our language models for information retrieval collection features high-quality images with excellent detail and clarity. Suitable for various applications including web design, social media, personal projects, and digital content creation All language models for information retrieval images are available in high resolution with professional-grade quality, optimized for both digital and print applications, and include comprehensive metadata for easy organization and usage. Our language models for information retrieval gallery offers diverse visual resources to bring your ideas to life. Time-saving browsing features help users locate ideal language models for information retrieval images quickly. Each image in our language models for information retrieval gallery undergoes rigorous quality assessment before inclusion. Diverse style options within the language models for information retrieval collection suit various aesthetic preferences. Instant download capabilities enable immediate access to chosen language models for information retrieval images. Our language models for information retrieval database continuously expands with fresh, relevant content from skilled photographers. The language models for information retrieval collection represents years of careful curation and professional standards. Multiple resolution options ensure optimal performance across different platforms and applications.