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 2061–2070 of 14297 papers

Title	Date	Tasks	Status	Hype
Evaluation of Attribution Bias in Retrieval-Augmented Large Language Models	Oct 16, 2024	Attributecounterfactual	—Unverified	0
Is Semantic Chunking Worth the Computational Cost?	Oct 16, 2024	Answer GenerationChunking	—Unverified	0
MedAide: Towards an Omni Medical Aide via Specialized LLM-based Multi-Agent Collaboration	Oct 16, 2024	Language ModelingLanguage Modelling	—Unverified	0
Comprehending Knowledge Graphs with Large Language Models for Recommender Systems	Oct 16, 2024	Knowledge-Aware RecommendationKnowledge Graphs	—Unverified	0
Exploiting LLMs' Reasoning Capability to Infer Implicit Concepts in Legal Information Retrieval	Oct 16, 2024	Information RetrievalLogical Reasoning	—Unverified	0
HerO at AVeriTeC: The Herd of Open Large Language Models for Verifying Real-World Claims	Oct 16, 2024	Fact CheckingLanguage Modeling	CodeCode Available	1
CoFE-RAG: A Comprehensive Full-chain Evaluation Framework for Retrieval-Augmented Generation with Enhanced Data Diversity	Oct 16, 2024	ChunkingDiversity	CodeCode Available	1
MMed-RAG: Versatile Multimodal RAG System for Medical Vision Language Models	Oct 16, 2024	DiagnosticHallucination	CodeCode Available	3
Beyond Coarse-Grained Matching in Video-Text Retrieval	Oct 16, 2024	RetrievalText Retrieval	—Unverified	0
Retrieval-Reasoning Large Language Model-based Synthetic Clinical Trial Generation	Oct 16, 2024	Language ModelingLanguage Modelling	—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