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 921–930 of 14297 papers

Title	Date	Tasks	Status	Hype
MINERS: Multilingual Language Models as Semantic Retrievers	Jun 11, 2024	RetrievalSemantic Retrieval	CodeCode Available	1
DomainRAG: A Chinese Benchmark for Evaluating Domain-specific Retrieval-Augmented Generation	Jun 9, 2024	Common Sense ReasoningDenoising	CodeCode Available	1
On The Importance of Reasoning for Context Retrieval in Repository-Level Code Editing	Jun 6, 2024	Retrieval	CodeCode Available	1
Interactive Text-to-Image Retrieval with Large Language Models: A Plug-and-Play Approach	Jun 5, 2024	Image RetrievalInstruction Following	CodeCode Available	1
Document-level Claim Extraction and Decontextualisation for Fact-Checking	Jun 5, 2024	Extractive SummarizationFact Checking	CodeCode Available	1
Leveraging Visual Tokens for Extended Text Contexts in Multi-Modal Learning	Jun 4, 2024	document understandingGPU	CodeCode Available	1
RATT: A Thought Structure for Coherent and Correct LLM Reasoning	Jun 4, 2024	Decision MakingFact Checking	CodeCode Available	1
Scale-Free Image Keypoints Using Differentiable Persistent Homology	Jun 3, 2024	Image RetrievalKeypoint Detection	CodeCode Available	1
An Information Bottleneck Perspective for Effective Noise Filtering on Retrieval-Augmented Generation	Jun 3, 2024	Answer GenerationQuestion Answering	CodeCode Available	1
Enhancing Noise Robustness of Retrieval-Augmented Language Models with Adaptive Adversarial Training	May 31, 2024	HallucinationMulti-Task Learning	CodeCode Available	1

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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