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
Lift Yourself Up: Retrieval-augmented Text Generation with Self Memory	May 3, 2023	Abstractive Text SummarizationDialogue Generation	CodeCode Available	1
Combination of Multiple Global Descriptors for Image Retrieval	Mar 26, 2019	Image RetrievalRetrieval	CodeCode Available	1
3DCoMPaT200: Language-Grounded Compositional Understanding of Parts and Materials of 3D Shapes	Jan 12, 2025	NavigateObject	CodeCode Available	1
Context-aware Decoding Reduces Hallucination in Query-focused Summarization	Dec 21, 2023	HallucinationLanguage Modelling	CodeCode Available	1
LightRetriever: A LLM-based Hybrid Retrieval Architecture with 1000x Faster Query Inference	May 18, 2025	GPURetrieval	CodeCode Available	1
Lightweight and Direct Document Relevance Optimization for Generative Information Retrieval	Apr 7, 2025	Information RetrievalNatural Questions	CodeCode Available	1
CSFCube -- A Test Collection of Computer Science Research Articles for Faceted Query by Example	Mar 24, 2021	ArticlesInformation Retrieval	CodeCode Available	1
C-STS: Conditional Semantic Textual Similarity	May 24, 2023	Information RetrievalLanguage Model Evaluation	CodeCode Available	1
CypherBench: Towards Precise Retrieval over Full-scale Modern Knowledge Graphs in the LLM Era	Dec 24, 2024	Knowledge Base Question AnsweringKnowledge Graphs	CodeCode Available	1
BRIEF: Bridging Retrieval and Inference for Multi-hop Reasoning via Compression	Oct 20, 2024	In-Context LearningLong-Context Understanding	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