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

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Showing 411–420 of 14297 papers

Title	Date	Tasks	Status	Hype	Score
Evaluating RAG-Fusion with RAGElo: an Automated Elo-based Framework	Jun 20, 2024	HallucinationQuestion Answering	CodeCode Available	2	5
Multi-CPR: A Multi Domain Chinese Dataset for Passage Retrieval	Mar 7, 2022	Information RetrievalPassage Retrieval	CodeCode Available	2	5
Egocentric Video-Language Pretraining @ EPIC-KITCHENS-100 Multi-Instance Retrieval Challenge 2022	Jul 4, 2022	Language ModelingLanguage Modelling	CodeCode Available	2	5
Multilingual Search with Subword TF-IDF	Sep 28, 2022	Information RetrievalRetrieval	CodeCode Available	2	5
Empowering Large Language Models to Set up a Knowledge Retrieval Indexer via Self-Learning	May 27, 2024	Question AnsweringRAG	CodeCode Available	2	5
Baleen: Robust Multi-Hop Reasoning at Scale via Condensed Retrieval	Jan 2, 2021	Claim VerificationQuestion Answering	CodeCode Available	2	5
A Replication Study of Dense Passage Retriever	Apr 12, 2021	Open-Domain Question AnsweringQuestion Answering	CodeCode Available	2	5
Oceanship: A Large-Scale Dataset for Underwater Audio Target Recognition	Jan 4, 2024	AttributeAudio Classification	CodeCode Available	2	5
Search and Refine During Think: Autonomous Retrieval-Augmented Reasoning of LLMs	May 16, 2025	Retrieval	CodeCode Available	2	5
Egocentric Video-Language Pretraining	Jun 3, 2022	Action RecognitionContrastive Learning	CodeCode Available	2	5

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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