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 581–590 of 14297 papers

Title	Date	Tasks	Status	Hype
LayoutCoT: Unleashing the Deep Reasoning Potential of Large Language Models for Layout Generation	Apr 15, 2025	In-Context LearningLayout Generation	—Unverified	0
Towards Efficient Partially Relevant Video Retrieval with Active Moment Discovering	Apr 15, 2025	Partially Relevant Video RetrievalRetrieval	CodeCode Available	0
Visual Re-Ranking with Non-Visual Side Information	Apr 15, 2025	Graph Neural NetworkImage Retrieval	CodeCode Available	0
ReZero: Enhancing LLM search ability by trying one-more-time	Apr 15, 2025	Language ModelingLanguage Modelling	—Unverified	0
Understanding LLMs' Cross-Lingual Context Retrieval: How Good It Is And Where It Comes From	Apr 15, 2025	Machine Reading ComprehensionReading Comprehension	CodeCode Available	0
TADACap: Time-series Adaptive Domain-Aware Captioning	Apr 15, 2025	Image CaptioningRetrieval	—Unverified	0
Ai2 Scholar QA: Organized Literature Synthesis with Attribution	Apr 15, 2025	Question AnsweringRetrieval	CodeCode Available	3
CSPLADE: Learned Sparse Retrieval with Causal Language Models	Apr 15, 2025	Information RetrievalQuantization	—Unverified	0
Reinforcing Compositional Retrieval: Retrieving Step-by-Step for Composing Informative Contexts	Apr 15, 2025	Retrieval	CodeCode Available	0
Efficient Distributed Retrieval-Augmented Generation for Enhancing Language Model Performance	Apr 15, 2025	Language ModelingLanguage Modelling	—Unverified	0

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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