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 1891–1900 of 14297 papers

Title	Date	Tasks	Status	Hype
Entropic Hetero-Associative Memory	Nov 2, 2024	Retrieval	CodeCode Available	0
Infant Agent: A Tool-Integrated, Logic-Driven Agent with Cost-Effective API Usage	Nov 2, 2024	ManagementRetrieval	—Unverified	0
LoRA-Contextualizing Adaptation of Large Multimodal Models for Long Document Understanding	Nov 2, 2024	document understandingQuestion Answering	—Unverified	0
InFact: A Strong Baseline for Automated Fact-Checking	Nov 1, 2024	Claim VerificationFact Checking	—Unverified	0
CORAG: A Cost-Constrained Retrieval Optimization System for Retrieval-Augmented Generation	Nov 1, 2024	RAGRetrieval	—Unverified	0
Provenance: A Light-weight Fact-checker for Retrieval Augmented LLM Generation Output	Nov 1, 2024	Fact CheckingNatural Language Inference	—Unverified	0
Optimizing Contextual Speech Recognition Using Vector Quantization for Efficient Retrieval	Nov 1, 2024	QuantizationRetrieval	—Unverified	0
Rationale-Guided Retrieval Augmented Generation for Medical Question Answering	Nov 1, 2024	Medical Question AnsweringQuestion Answering	CodeCode Available	1
Enhancing Question Answering Precision with Optimized Vector Retrieval and Instructions	Nov 1, 2024	Document EmbeddingInformation Retrieval	—Unverified	0
LLM-Ref: Enhancing Reference Handling in Technical Writing with Large Language Models	Nov 1, 2024	ArticlesChunking	—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