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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 61–70 of 14297 papers

Title	Date	Tasks	Status	Hype
SimpleDeepSearcher: Deep Information Seeking via Web-Powered Reasoning Trajectory Synthesis	May 22, 2025	DiversityInformation Retrieval	CodeCode Available	4
R1-Searcher++: Incentivizing the Dynamic Knowledge Acquisition of LLMs via Reinforcement Learning	May 22, 2025	MemorizationRAG	CodeCode Available	4
s3: You Don't Need That Much Data to Train a Search Agent via RL	May 20, 2025	RAGReinforcement Learning (RL)	CodeCode Available	4
OnPrem.LLM: A Privacy-Conscious Document Intelligence Toolkit	May 12, 2025	GPUPrivacy Preserving	CodeCode Available	4
FG-CLIP: Fine-Grained Visual and Textual Alignment	May 8, 2025	Image-text Retrievalobject-detection	CodeCode Available	4
Tevatron 2.0: Unified Document Retrieval Toolkit across Scale, Language, and Modality	May 5, 2025	Retrieval	CodeCode Available	4
Retrieval-Augmented Generation with Hierarchical Knowledge	Mar 13, 2025	Multi-hop Question AnsweringQuestion Answering	CodeCode Available	4
VLog: Video-Language Models by Generative Retrieval of Narration Vocabulary	Mar 12, 2025	EgoSchemaRetrieval	CodeCode Available	4
Beyond Outlining: Heterogeneous Recursive Planning for Adaptive Long-form Writing with Language Models	Mar 11, 2025	FormInformation Retrieval	CodeCode Available	4
DeepRetrieval: Hacking Real Search Engines and Retrievers with Large Language Models via Reinforcement Learning	Feb 28, 2025	Information Retrievalreinforcement-learning	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