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 2461–2470 of 14297 papers

Title	Date	Tasks	Status	Hype
Large Language Models as Foundations for Next-Gen Dense Retrieval: A Comprehensive Empirical Assessment	Aug 22, 2024	Multi-Task LearningRetrieval	—Unverified	0
GarmentAligner: Text-to-Garment Generation via Retrieval-augmented Multi-level Corrections	Aug 22, 2024	Contrastive LearningRetrieval	—Unverified	0
The Russian-focused embedders' exploration: ruMTEB benchmark and Russian embedding model design	Aug 22, 2024	Information RetrievalReranking	—Unverified	0
GRATR: Zero-Shot Evidence Graph Retrieval-Augmented Trustworthiness Reasoning	Aug 22, 2024	Decision MakingHallucination	CodeCode Available	0
RAG-Optimized Tibetan Tourism LLMs: Enhancing Accuracy and Personalization	Aug 21, 2024	HallucinationRAG	—Unverified	0
What are the limits of cross-lingual dense passage retrieval for low-resource languages?	Aug 21, 2024	Answer GenerationLanguage Modeling	—Unverified	0
Leveraging Chemistry Foundation Models to Facilitate Structure Focused Retrieval Augmented Generation in Multi-Agent Workflows for Catalyst and Materials Design	Aug 21, 2024	Cross-Modal RetrievalInformation Retrieval	—Unverified	0
Leveraging Fine-Tuned Retrieval-Augmented Generation with Long-Context Support: For 3GPP Standards	Aug 21, 2024	ChunkingComputational Efficiency	CodeCode Available	1
Learning Deep Tree-based Retriever for Efficient Recommendation: Theory and Method	Aug 21, 2024	Binary ClassificationMulti-class Classification	CodeCode Available	0
Ancient Wisdom, Modern Tools: Exploring Retrieval-Augmented LLMs for Ancient Indian Philosophy	Aug 21, 2024	Information RetrievalLong Form Question Answering	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