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 321–330 of 14297 papers

Title	Date	Tasks	Status	Hype
TC-RAG:Turing-Complete RAG's Case study on Medical LLM Systems	Aug 17, 2024	RAGRetrieval	CodeCode Available	2
An Open-Source American Sign Language Fingerspell Recognition and Semantic Pose Retrieval Interface	Aug 17, 2024	Pose EstimationPose Retrieval	CodeCode Available	2
ECG-Chat: A Large ECG-Language Model for Cardiac Disease Diagnosis	Aug 16, 2024	Contrastive LearningDiagnostic	CodeCode Available	2
Cross-view image geo-localization with Panorama-BEV Co-Retrieval Network	Aug 10, 2024	geo-localizationImage Retrieval	CodeCode Available	2
EfficientRAG: Efficient Retriever for Multi-Hop Question Answering	Aug 8, 2024	Multi-hop Question AnsweringQuestion Answering	CodeCode Available	2
Fact Finder -- Enhancing Domain Expertise of Large Language Models by Incorporating Knowledge Graphs	Aug 6, 2024	Knowledge GraphsNatural Language Queries	CodeCode Available	2
DeliLaw: A Chinese Legal Counselling System Based on a Large Language Model	Aug 1, 2024	ArticlesHallucination	CodeCode Available	2
MLLM Is a Strong Reranker: Advancing Multimodal Retrieval-augmented Generation via Knowledge-enhanced Reranking and Noise-injected Training	Jul 31, 2024	RAGReranking	CodeCode Available	2
Retrieval with Learned Similarities	Jul 22, 2024	Question AnsweringRecommendation Systems	CodeCode Available	2
Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval	Jul 21, 2024	General KnowledgeHighlight Detection	CodeCode Available	2

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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