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 2601–2610 of 14297 papers

Title	Date	Tasks	Status	Hype
Adaptive Contrastive Decoding in Retrieval-Augmented Generation for Handling Noisy Contexts	Aug 2, 2024	Open-Domain Question AnsweringQuestion Answering	—Unverified	0
Toward Automatic Relevance Judgment using Vision--Language Models for Image--Text Retrieval Evaluation	Aug 2, 2024	Image-text RetrievalRetrieval	—Unverified	0
RAGEval: Scenario Specific RAG Evaluation Dataset Generation Framework	Aug 2, 2024	BenchmarkingDataset Generation	CodeCode Available	3
BioRAG: A RAG-LLM Framework for Biological Question Reasoning	Aug 2, 2024	Information RetrievalQuestion Answering	—Unverified	0
Multi-Aspect Reviewed-Item Retrieval via LLM Query Decomposition and Aspect Fusion	Aug 1, 2024	Language ModelingLanguage Modelling	—Unverified	0
Neural Graph Matching for Video Retrieval in Large-Scale Video-driven E-commerce	Aug 1, 2024	Graph MatchingRetrieval	—Unverified	0
Improving Retrieval-Augmented Generation in Medicine with Iterative Follow-up Questions	Aug 1, 2024	Medical Question AnsweringMedQA	CodeCode Available	4
Alleviating Hallucination in Large Vision-Language Models with Active Retrieval Augmentation	Aug 1, 2024	HallucinationImage Comprehension	—Unverified	0
DeliLaw: A Chinese Legal Counselling System Based on a Large Language Model	Aug 1, 2024	ArticlesHallucination	CodeCode Available	2
Simple but Efficient: A Multi-Scenario Nearline Retrieval Framework for Recommendation on Taobao	Aug 1, 2024	Collaborative FilteringRecommendation Systems	—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