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 3551–3560 of 14297 papers

Title	Date	Tasks	Status
ABC: Achieving Better Control of Multimodal Embeddings using VLMs	Mar 1, 2025	Image to textImage-to-Text Retrieval	—Unverified
U-NIAH: Unified RAG and LLM Evaluation for Long Context Needle-In-A-Haystack	Mar 1, 2025	HallucinationRAG	CodeCode Available
Variations in Relevance Judgments and the Shelf Life of Test Collections	Feb 28, 2025	Retrieval	—Unverified
WebFAQ: A Multilingual Collection of Natural Q&A Datasets for Dense Retrieval	Feb 28, 2025	Dataset GenerationOpen-Domain Question Answering	—Unverified
Fine-Grained Retrieval-Augmented Generation for Visual Question Answering	Feb 28, 2025	Question AnsweringRAG	—Unverified
TeleRAG: Efficient Retrieval-Augmented Generation Inference with Lookahead Retrieval	Feb 28, 2025	CPUGPU	—Unverified
Retrieval Augmented Generation for Topic Modeling in Organizational Research: An Introduction with Empirical Demonstration	Feb 28, 2025	RAGRetrieval	—Unverified
Fast 3D point clouds retrieval for Large-scale 3D Place Recognition	Feb 28, 2025	3D Place RecognitionInformation Retrieval	—Unverified
Passage Query Methods for Retrieval and Reranking in Conversational Agents	Feb 28, 2025	Passage RankingReranking	—Unverified
TempRetriever: Fusion-based Temporal Dense Passage Retrieval for Time-Sensitive Questions	Feb 28, 2025	Information RetrievalPassage Retrieval	—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