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 4011–4020 of 14297 papers

Title	Date	Tasks	Status	Hype
Don't Hallucinate, Abstain: Identifying LLM Knowledge Gaps via Multi-LLM Collaboration	Feb 1, 2024	Retrieval	CodeCode Available	1
RAG-Fusion: a New Take on Retrieval-Augmented Generation	Jan 31, 2024	RAGReranking	—Unverified	0
Fréchet Distance for Offline Evaluation of Information Retrieval Systems with Sparse Labels	Jan 31, 2024	Image GenerationInformation Retrieval	—Unverified	0
RAPTOR: Recursive Abstractive Processing for Tree-Organized Retrieval	Jan 31, 2024	Question AnsweringRetrieval	CodeCode Available	5
M2-RAAP: A Multi-Modal Recipe for Advancing Adaptation-based Pre-training towards Effective and Efficient Zero-shot Video-text Retrieval	Jan 31, 2024	RetrievalText Retrieval	CodeCode Available	2
GUMsley: Evaluating Entity Salience in Summarization for 12 English Genres	Jan 31, 2024	Abstractive Text Summarizationcoreference-resolution	—Unverified	0
When Large Language Models Meet Vector Databases: A Survey	Jan 30, 2024	HallucinationInformation Retrieval	CodeCode Available	3
LLaMP: Large Language Model Made Powerful for High-fidelity Materials Knowledge Retrieval and Distillation	Jan 30, 2024	HallucinationKnowledge Distillation	CodeCode Available	2
Re3val: Reinforced and Reranked Generative Retrieval	Jan 30, 2024	Passage RetrievalReranking	—Unverified	0
CRUD-RAG: A Comprehensive Chinese Benchmark for Retrieval-Augmented Generation of Large Language Models	Jan 30, 2024	Knowledge Base ConstructionQuestion Answering	CodeCode Available	3

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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