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 221–230 of 14297 papers

Title	Date	Tasks	Status	Hype
Learning to Select In-Context Demonstration Preferred by Large Language Model	May 26, 2025	In-Context LearningLanguage Modeling	—Unverified	0
LogiCoL: Logically-Informed Contrastive Learning for Set-based Dense Retrieval	May 26, 2025	Contrastive LearningEntity Retrieval	CodeCode Available	0
Towards Multi-Granularity Memory Association and Selection for Long-Term Conversational Agents	May 26, 2025	Retrieval	CodeCode Available	1
Languages in Multilingual Speech Foundation Models Align Both Phonetically and Semantically	May 26, 2025	Retrievalspeech-recognition	—Unverified	0
MLLM-Guided VLM Fine-Tuning with Joint Inference for Zero-Shot Composed Image Retrieval	May 26, 2025	Image RetrievalLarge Language Model	—Unverified	0
It's High Time: A Survey of Temporal Information Retrieval and Question Answering	May 26, 2025	ArticlesInformation Retrieval	—Unverified	0
REARANK: Reasoning Re-ranking Agent via Reinforcement Learning	May 26, 2025	Data AugmentationInformation Retrieval	CodeCode Available	1
GenKI: Enhancing Open-Domain Question Answering with Knowledge Integration and Controllable Generation in Large Language Models	May 26, 2025	Open-Domain Question AnsweringPassage Retrieval	CodeCode Available	0
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	0
KnowTrace: Bootstrapping Iterative Retrieval-Augmented Generation with Structured Knowledge Tracing	May 26, 2025	Knowledge TracingMulti-hop Question 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