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 4431–4440 of 14297 papers

Title	Date	Tasks	Status	Hype
Chemist-X: Large Language Model-empowered Agent for Reaction Condition Recommendation in Chemical Synthesis	Nov 16, 2023	AI AgentContrastive Learning	—Unverified	0
Sequencing Matters: A Generate-Retrieve-Generate Model for Building Conversational Agents	Nov 16, 2023	Answer GenerationRetrieval	—Unverified	0
Back to Basics: A Simple Recipe for Improving Out-of-Domain Retrieval in Dense Encoders	Nov 16, 2023	Data AugmentationDomain Generalization	CodeCode Available	1
FinanceMath: Knowledge-Intensive Math Reasoning in Finance Domains	Nov 16, 2023	MathMath Word Problem Solving	CodeCode Available	1
On Retrieval Augmentation and the Limitations of Language Model Training	Nov 16, 2023	Language ModelingLanguage Modelling	—Unverified	0
IterCQR: Iterative Conversational Query Reformulation with Retrieval Guidance	Nov 16, 2023	Conversational SearchInformation Retrieval	CodeCode Available	1
Multi-Step Dialogue Workflow Action Prediction	Nov 16, 2023	In-Context LearningLanguage Modeling	—Unverified	0
AI Recommendation System for Enhanced Customer Experience: A Novel Image-to-Text Method	Nov 16, 2023	Image to textObject	—Unverified	0
ARES: An Automated Evaluation Framework for Retrieval-Augmented Generation Systems	Nov 16, 2023	RAGRetrieval	CodeCode Available	2
Tracking the Newsworthiness of Public Documents	Nov 16, 2023	ArticlesRetrieval	—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