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 691–700 of 14297 papers

Title	Date	Tasks	Status	Hype
Long-Context Inference with Retrieval-Augmented Speculative Decoding	Feb 27, 2025	Computational EfficiencyRAG	CodeCode Available	1
PhantomWiki: On-Demand Datasets for Reasoning and Retrieval Evaluation	Feb 27, 2025	Retrieval	CodeCode Available	1
Mixture of Structural-and-Textual Retrieval over Text-rich Graph Knowledge Bases	Feb 27, 2025	RerankingRetrieval	CodeCode Available	1
Bridging Legal Knowledge and AI: Retrieval-Augmented Generation with Vector Stores, Knowledge Graphs, and Hierarchical Non-negative Matrix Factorization	Feb 27, 2025	Information RetrievalKnowledge Graphs	CodeCode Available	1
LLM-QE: Improving Query Expansion by Aligning Large Language Models with Ranking Preferences	Feb 24, 2025	HallucinationInformation Retrieval	CodeCode Available	1
Scaling Sparse and Dense Retrieval in Decoder-Only LLMs	Feb 21, 2025	DecoderKnowledge Distillation	CodeCode Available	1
PeerQA: A Scientific Question Answering Dataset from Peer Reviews	Feb 19, 2025	answerability predictionAnswer Generation	CodeCode Available	1
Collaborative Retrieval for Large Language Model-based Conversational Recommender Systems	Feb 19, 2025	Collaborative FilteringConversational Recommendation	CodeCode Available	1
G-Refer: Graph Retrieval-Augmented Large Language Model for Explainable Recommendation	Feb 18, 2025	Collaborative FilteringExplainable Recommendation	CodeCode Available	1
K-Paths: Reasoning over Graph Paths for Drug Repurposing and Drug Interaction Prediction	Feb 18, 2025	Drug DiscoveryKnowledge Graphs	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