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 2951–2960 of 14297 papers

Title	Date	Tasks	Status
Anveshana: A New Benchmark Dataset for Cross-Lingual Information Retrieval On English Queries and Sanskrit Documents	May 26, 2025	Cross-Lingual Information RetrievalInformation Retrieval	—Unverified
STRAP: Spatio-Temporal Pattern Retrieval for Out-of-Distribution Generalization	May 26, 2025	Out-of-Distribution GeneralizationRetrieval	—Unverified
It's High Time: A Survey of Temporal Information Retrieval and Question Answering	May 26, 2025	ArticlesInformation Retrieval	—Unverified
Retrieval-Augmented Generation for Service Discovery: Chunking Strategies and Benchmarking	May 25, 2025	BenchmarkingChunking	—Unverified
Structuring the Unstructured: A Multi-Agent System for Extracting and Querying Financial KPIs and Guidance	May 25, 2025	Natural Language QueriesRetrieval	—Unverified
DocMMIR: A Framework for Document Multi-modal Information Retrieval	May 25, 2025	ArticlesCross-Modal Retrieval	CodeCode Available
Conventional Contrastive Learning Often Falls Short: Improving Dense Retrieval with Cross-Encoder Listwise Distillation and Synthetic Data	May 25, 2025	Contrastive LearningRetrieval	CodeCode Available
Aligning Web Query Generation with Ranking Objectives via Direct Preference Optimization	May 25, 2025	Retrieval	—Unverified
Self-Critique Guided Iterative Reasoning for Multi-hop Question Answering	May 25, 2025	Multi-hop Question AnsweringQuestion Answering	CodeCode Available
Hypercube-RAG: Hypercube-Based Retrieval-Augmented Generation for In-domain Scientific Question-Answering	May 25, 2025	Question AnsweringRAG	CodeCode Available

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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