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 291–300 of 14297 papers

Title	Date	Tasks	Status	Hype
R1-Searcher++: Incentivizing the Dynamic Knowledge Acquisition of LLMs via Reinforcement Learning	May 22, 2025	MemorizationRAG	CodeCode Available	4
MiLQ: Benchmarking IR Models for Bilingual Web Search with Mixed Language Queries	May 22, 2025	BenchmarkingInformation Retrieval	—Unverified	0
Align-GRAG: Reasoning-Guided Dual Alignment for Graph Retrieval-Augmented Generation	May 22, 2025	Common Sense ReasoningInformation Retrieval	—Unverified	0
Ask, Retrieve, Summarize: A Modular Pipeline for Scientific Literature Summarization	May 22, 2025	Document SummarizationMulti-Document Summarization	CodeCode Available	0
Walk&Retrieve: Simple Yet Effective Zero-shot Retrieval-Augmented Generation via Knowledge Graph Walks	May 22, 2025	HallucinationRAG	CodeCode Available	0
Representation Discrepancy Bridging Method for Remote Sensing Image-Text Retrieval	May 22, 2025	cross-modal alignmentImage-text Retrieval	—Unverified	0
Layer-wise Investigation of Large-Scale Self-Supervised Music Representation Models	May 22, 2025	Information RetrievalMusic Information Retrieval	—Unverified	0
Highlighting What Matters: Promptable Embeddings for Attribute-Focused Image Retrieval	May 21, 2025	AttributeImage Retrieval	—Unverified	0
InfoDeepSeek: Benchmarking Agentic Information Seeking for Retrieval-Augmented Generation	May 21, 2025	BenchmarkingRAG	—Unverified	0
How Do Large Vision-Language Models See Text in Image? Unveiling the Distinctive Role of OCR Heads	May 21, 2025	Optical Character RecognitionOptical Character Recognition (OCR)	—Unverified	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