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 1781–1790 of 14297 papers

Title	Date	Tasks	Status	Hype
PyAWD: A Library for Generating Large Synthetic Datasets of Acoustic Wave Propagation with Devito	Nov 19, 2024	Retrieval	CodeCode Available	1
Preserving Expert-Level Privacy in Offline Reinforcement Learning	Nov 18, 2024	Offline RLreinforcement-learning	—Unverified	0
Mechanism and Emergence of Stacked Attention Heads in Multi-Layer Transformers	Nov 18, 2024	Retrieval	—Unverified	0
Molecule Generation with Fragment Retrieval Augmentation	Nov 18, 2024	Drug DiscoveryRAG	—Unverified	0
Drowning in Documents: Consequences of Scaling Reranker Inference	Nov 18, 2024	RerankingRetrieval	—Unverified	0
Addressing Hallucinations in Language Models with Knowledge Graph Embeddings as an Additional Modality	Nov 18, 2024	Entity LinkingKnowledge Graph Embeddings	—Unverified	0
Transcending Language Boundaries: Harnessing LLMs for Low-Resource Language Translation	Nov 18, 2024	RetrievalTranslation	—Unverified	0
Improving Tool Retrieval by Leveraging Large Language Models for Query Generation	Nov 17, 2024	Common Sense ReasoningIn-Context Learning	—Unverified	0
AddrLLM: Address Rewriting via Large Language Model on Nationwide Logistics Data	Nov 17, 2024	Language ModelingLanguage Modelling	—Unverified	0
SEFD: Semantic-Enhanced Framework for Detecting LLM-Generated Text	Nov 17, 2024	Computational EfficiencyRetrieval	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