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 451–460 of 14297 papers

Title	Date	Tasks	Status	Hype
Enhancing Retrieval-Augmented Generation: A Study of Best Practices	Jan 13, 2025	In-Context LearningRAG	CodeCode Available	2
Efficient Multi-Vector Dense Retrieval Using Bit Vectors	Apr 3, 2024	QuantizationRetrieval	CodeCode Available	2
EfficientRAG: Efficient Retriever for Multi-Hop Question Answering	Aug 8, 2024	Multi-hop Question AnsweringQuestion Answering	CodeCode Available	2
Animate-A-Story: Storytelling with Retrieval-Augmented Video Generation	Jul 13, 2023	RetrievalVideo Generation	CodeCode Available	2
ColBERTv2: Effective and Efficient Retrieval via Lightweight Late Interaction	Dec 2, 2021	Information RetrievalOpen-Domain Question Answering	CodeCode Available	2
RAG-DDR: Optimizing Retrieval-Augmented Generation Using Differentiable Data Rewards	Oct 17, 2024	RAGRetrieval	CodeCode Available	2
CoIR: A Comprehensive Benchmark for Code Information Retrieval Models	Jul 3, 2024	BenchmarkingCode Search	CodeCode Available	2
ColBERT: Efficient and Effective Passage Search via Contextualized Late Interaction over BERT	Apr 27, 2020	Document RankingInformation Retrieval	CodeCode Available	2
An Open-Source American Sign Language Fingerspell Recognition and Semantic Pose Retrieval Interface	Aug 17, 2024	Pose EstimationPose Retrieval	CodeCode Available	2
ARES: An Automated Evaluation Framework for Retrieval-Augmented Generation Systems	Nov 16, 2023	RAGRetrieval	CodeCode Available	2

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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