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 2551–2560 of 14297 papers

Title	Date	Tasks	Status	Hype
Interactive-T2S: Multi-Turn Interactions for Text-to-SQL with Large Language Models	Aug 9, 2024	Information RetrievalRetrieval	—Unverified	0
LLMJudge: LLMs for Relevance Judgments	Aug 9, 2024	Information RetrievalRetrieval	CodeCode Available	1
Enhancing Exploratory Learning through Exploratory Search with the Emergence of Large Language Models	Aug 9, 2024	Information RetrievalRetrieval	—Unverified	0
Report on the 1st Workshop on Large Language Model for Evaluation in Information Retrieval (LLM4Eval 2024) at SIGIR 2024	Aug 9, 2024	Information RetrievalLanguage Modeling	—Unverified	0
AI-assisted Coding with Cody: Lessons from Context Retrieval and Evaluation for Code Recommendations	Aug 9, 2024	Recommendation SystemsRetrieval	—Unverified	0
HybridRAG: Integrating Knowledge Graphs and Vector Retrieval Augmented Generation for Efficient Information Extraction	Aug 9, 2024	Answer GenerationInformation Retrieval	—Unverified	0
Rag and Roll: An End-to-End Evaluation of Indirect Prompt Manipulations in LLM-based Application Frameworks	Aug 9, 2024	RAGRetrieval	—Unverified	0
Early Exit Strategies for Approximate k-NN Search in Dense Retrieval	Aug 9, 2024	Retrieval	CodeCode Available	0
Enhancing Relevance of Embedding-based Retrieval at Walmart	Aug 9, 2024	RerankingRetrieval	—Unverified	0
Neural Machine Unranking	Aug 9, 2024	Information RetrievalMachine Unlearning	CodeCode Available	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