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 2801–2810 of 14297 papers

Title	Date	Tasks	Status	Hype
CaseGPT: a case reasoning framework based on language models and retrieval-augmented generation	Jul 4, 2024	RAGRetrieval	—Unverified	0
A Survey of Controllable Learning: Methods and Applications in Information Retrieval	Jul 4, 2024	Information RetrievalRetrieval	—Unverified	0
Meta-prompting Optimized Retrieval-augmented Generation	Jul 4, 2024	Multi-hop Question AnsweringQuestion Answering	—Unverified	0
BM25S: Orders of magnitude faster lexical search via eager sparse scoring	Jul 4, 2024	Passage RetrievalRetrieval	CodeCode Available	5
An Autoencoder Architecture for L-band Passive Microwave Retrieval of Landscape Freeze-Thaw Cycle	Jul 4, 2024	Anomaly DetectionRetrieval	CodeCode Available	0
Zero-shot Persuasive Chatbots with LLM-Generated Strategies and Information Retrieval	Jul 4, 2024	ChatbotHallucination	—Unverified	0
DSLR: Document Refinement with Sentence-Level Re-ranking and Reconstruction to Enhance Retrieval-Augmented Generation	Jul 4, 2024	RAGRe-Ranking	—Unverified	0
Visualizing Dialogues: Enhancing Image Selection through Dialogue Understanding with Large Language Models	Jul 4, 2024	Dialogue UnderstandingImage Retrieval	CodeCode Available	0
Mixture of A Million Experts	Jul 4, 2024	Computational EfficiencyLanguage Modeling	CodeCode Available	2
Learning from Memory: Non-Parametric Memory Augmented Self-Supervised Learning of Visual Features	Jul 3, 2024	Image RetrievalRetrieval	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