Retrieval

A methodology that involves selecting relevant data or examples from a large dataset to support tasks like prediction, learning, or inference. It enhances models by providing context or additional information, often used in systems like retrieval-augmented generation or in-context learning.

Papers

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Showing 101–110 of 14297 papers

Title	Date	Tasks	Status	Hype
DeepRetrieval: Hacking Real Search Engines and Retrievers with Large Language Models via Reinforcement Learning	Feb 28, 2025	Information Retrievalreinforcement-learning	CodeCode Available	4
Retrieval-Augmented Generation with Hierarchical Knowledge	Mar 13, 2025	Multi-hop Question AnsweringQuestion Answering	CodeCode Available	4
One Embedder, Any Task: Instruction-Finetuned Text Embeddings	Dec 19, 2022	Information RetrievalLearning Word Embeddings	CodeCode Available	4
DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents	Jun 13, 2025	Information RetrievalRetrieval	CodeCode Available	4
OnPrem.LLM: A Privacy-Conscious Document Intelligence Toolkit	May 12, 2025	GPUPrivacy Preserving	CodeCode Available	4
ChatDoctor: A Medical Chat Model Fine-Tuned on a Large Language Model Meta-AI (LLaMA) Using Medical Domain Knowledge	Mar 24, 2023	Information RetrievalLanguage Modeling	CodeCode Available	4
MOS: Model Surgery for Pre-Trained Model-Based Class-Incremental Learning	Dec 12, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	4
COS-Mix: Cosine Similarity and Distance Fusion for Improved Information Retrieval	Jun 2, 2024	Information RetrievalRAG	CodeCode Available	4
Multimodal Whole Slide Foundation Model for Pathology	Nov 29, 2024	Cross-Modal Retrievalmodel	CodeCode Available	4
AnnoLLM: Making Large Language Models to Be Better Crowdsourced Annotators	Mar 29, 2023	Information RetrievalRetrieval	CodeCode Available	4

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All datasets Quora Question Pairs HotpotQA Natural Questions OK-VQA InfoSeek MVK Polyvore PubMedQA PubMedQA corpus with metadata ToolLens คลิปไวรัล!! ไอซ์ ปรีชญา ลืมปิดไลฟ์สดตอนอาบน้ำ ถูกแชร์กระหึ่มเน็ต

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	BM25S	Queries per second	183.53	—	Unverified
2	Elasticsearch	Queries per second	21.8	—	Unverified
3	BM25-PT	Queries per second	6.49	—	Unverified
4	Rank-BM25	Queries per second	1.18	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BM25S	Queries per second	20.88	—	Unverified
2	Elasticsearch	Queries per second	7.11	—	Unverified
3	Rank-BM25	Queries per second	0.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BM25S	Queries per second	41.85	—	Unverified
2	Elasticsearch	Queries per second	12.16	—	Unverified
3	Rank-BM25	Queries per second	0.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FLMR	Recall@5	89.32	—	Unverified
2	RA-VQA	Recall@5	82.84	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PreFLMR	Recall@5	62.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CLIP-KIS	text-to-video Mean Rank	30	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CLIP4Outfit	Recall@5	7.59	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MetaGen Blended RAG	Accuracy (Top-1)	82.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MetaGen Blended RAG	Accuracy (Top-1)	82.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	COLT	COMP@	84.55	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	hello	0L	1,121,222	—	Unverified