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 2711–2720 of 14297 papers

Title	Date	Tasks	Status	Hype
HDLCopilot: Natural Language Exploration of Hardware Designs and Libraries	Jul 17, 2024	Information RetrievalNatural Language Queries	—Unverified	0
MERLIN: Multimodal Embedding Refinement via LLM-based Iterative Navigation for Text-Video Retrieval-Rerank Pipeline	Jul 17, 2024	Question AnsweringRetrieval	—Unverified	0
Mindful-RAG: A Study of Points of Failure in Retrieval Augmented Generation	Jul 16, 2024	Knowledge GraphsQuestion Answering	—Unverified	0
BRIGHT: A Realistic and Challenging Benchmark for Reasoning-Intensive Retrieval	Jul 16, 2024	Question AnsweringRetrieval	CodeCode Available	5
Bootstrapped Pre-training with Dynamic Identifier Prediction for Generative Retrieval	Jul 16, 2024	MemorizationRetrieval	—Unverified	0
Better RAG using Relevant Information Gain	Jul 16, 2024	DiversityQuestion Answering	CodeCode Available	0
EndoFinder: Online Image Retrieval for Explainable Colorectal Polyp Diagnosis	Jul 16, 2024	Content-Based Image RetrievalContrastive Learning	—Unverified	0
Scientific QA System with Verifiable Answers	Jul 16, 2024	ArticlesInformation Retrieval	CodeCode Available	2
NeedleBench: Can LLMs Do Retrieval and Reasoning in Information-Dense Context?	Jul 16, 2024	4k8k	CodeCode Available	9
Video-Language Alignment via Spatio-Temporal Graph Transformer	Jul 16, 2024	Contrastive LearningQuestion Answering	CodeCode Available	1

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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