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 1061–1070 of 14297 papers

Title	Date	Tasks	Status	Hype
ATRI: Mitigating Multilingual Audio Text Retrieval Inconsistencies by Reducing Data Distribution Errors	Feb 20, 2025	AudioCapsContrastive Learning	CodeCode Available	0
Towards Adaptive Memory-Based Optimization for Enhanced Retrieval-Augmented Generation	Feb 19, 2025	Question AnsweringRAG	—Unverified	0
A Comprehensive Survey on Composed Image Retrieval	Feb 19, 2025	AttributeImage Retrieval	CodeCode Available	3
Collaborative Retrieval for Large Language Model-based Conversational Recommender Systems	Feb 19, 2025	Collaborative FilteringConversational Recommendation	CodeCode Available	1
MuDAF: Long-Context Multi-Document Attention Focusing through Contrastive Learning on Attention Heads	Feb 19, 2025	Contrastive LearningQuestion Answering	CodeCode Available	0
Reducing Hallucinations in Language Model-based SPARQL Query Generation Using Post-Generation Memory Retrieval	Feb 19, 2025	Information RetrievalKnowledge Graphs	—Unverified	0
Retrieving Versus Understanding Extractive Evidence in Few-Shot Learning	Feb 19, 2025	Few-Shot LearningLanguage Modeling	—Unverified	0
MMTEB: Massive Multilingual Text Embedding Benchmark	Feb 19, 2025	Instruction FollowingRetrieval	—Unverified	0
Quantifying Memorization and Retriever Performance in Retrieval-Augmented Vision-Language Models	Feb 19, 2025	MemorizationQuestion Answering	—Unverified	0
REFIND: Retrieval-Augmented Factuality Hallucination Detection in Large Language Models	Feb 19, 2025	HallucinationLanguage Modeling	—Unverified	0

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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