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 2741–2750 of 14297 papers

Title	Date	Tasks	Status	Hype
Toward Automatic Group Membership Annotation for Group Fairness Evaluation	Jul 12, 2024	FairnessInformation Retrieval	—Unverified	0
CompAct: Compressing Retrieved Documents Actively for Question Answering	Jul 12, 2024	Multi-hop Question AnsweringQuestion Answering	CodeCode Available	1
Mitigating Entity-Level Hallucination in Large Language Models	Jul 12, 2024	HallucinationInformation Retrieval	CodeCode Available	0
Are They the Same Picture? Adapting Concept Bottleneck Models for Human-AI Collaboration in Image Retrieval	Jul 12, 2024	Image RetrievalRetrieval	CodeCode Available	0
Human-like Episodic Memory for Infinite Context LLMs	Jul 12, 2024	Computational EfficiencyEvent Segmentation	CodeCode Available	3
WalkTheDog: Cross-Morphology Motion Alignment via Phase Manifolds	Jul 11, 2024	Retrieval	CodeCode Available	2
A Comprehensive Survey on Retrieval Methods in Recommender Systems	Jul 11, 2024	BenchmarkingRecommendation Systems	—Unverified	0
LDRE: LLM-based Divergent Reasoning and Ensemble for Zero-Shot Composed Image Retrieval	Jul 11, 2024	Image RetrievalImage to text	CodeCode Available	2
Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting	Jul 11, 2024	ARCRAG	—Unverified	0
Beyond Benchmarks: Evaluating Embedding Model Similarity for Retrieval Augmented Generation Systems	Jul 11, 2024	Information RetrievalModel Selection	CodeCode Available	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