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 4021–4030 of 14297 papers

Title	Date	Tasks	Status
Documents as multiple overlapping windows into grids of counts	Dec 1, 2013	Document ClassificationRetrieval	—Unverified
An Open-Source Dual-Loss Embedding Model for Semantic Retrieval in Higher Education	May 8, 2025	Large Language ModelQuestion Answering	—Unverified
Analysis of Evolutionary Behavior in Self-Learning Media Search Engines	Nov 22, 2019	Diversityreinforcement-learning	—Unverified
D2CSE: Difference-aware Deep continuous prompts for Contrastive Sentence Embeddings	Apr 18, 2023	Contrastive LearningRetrieval	—Unverified
Document Visual Question Answering Challenge 2020	Aug 20, 2020	Question AnsweringRetrieval	—Unverified
Do deep neural networks possess concept space grid cells?	Sep 11, 2019	Retrieval	—Unverified
An Oral History Annotation Tool for INTER-VIEWs	May 1, 2012	RetrievalSpeech Recognition	—Unverified
Does RAG Really Perform Bad For Long-Context Processing?	Feb 17, 2025	RAGRetrieval	—Unverified
Explainable Biomedical Hypothesis Generation via Retrieval Augmented Generation enabled Large Language Models	Jul 17, 2024	NavigateRAG	—Unverified
ReEval: Automatic Hallucination Evaluation for Retrieval-Augmented Large Language Models via Transferable Adversarial Attacks	Oct 19, 2023	HallucinationHallucination Evaluation	—Unverified

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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