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 3171–3180 of 14297 papers

Title	Date	Tasks	Status
An Empirical Comparison of Video Frame Sampling Methods for Multi-Modal RAG Retrieval	Jul 22, 2024	RAGRetrieval	—Unverified
An Empirical Comparison of LM-based Question and Answer Generation Methods	May 26, 2023	Answer GenerationData Augmentation	—Unverified
A Deep Reinforcement Learning Chatbot (Short Version)	Jan 20, 2018	ChatbotDeep Reinforcement Learning	—Unverified
Benchmarking Middle-Trained Language Models for Neural Search	Jun 5, 2023	BenchmarkingLanguage Modeling	—Unverified
Benchmarking Cognitive Domains for LLMs: Insights from Taiwanese Hakka Culture	Sep 3, 2024	BenchmarkingRAG	—Unverified
A Deep Reinforcement Learning Chatbot	Sep 7, 2017	ChatbotDeep Reinforcement Learning	—Unverified
ACER: Automatic Language Model Context Extension via Retrieval	Oct 11, 2024	Language ModelingLanguage Modelling	—Unverified
Detection Bank: An Object Detection Based Video Representation for Multimedia Event Recognition	May 28, 2014	Event DetectionObject	—Unverified
Benchmarking Biopharmaceuticals Retrieval-Augmented Generation Evaluation	Apr 15, 2025	BenchmarkingQuestion Answering	—Unverified
An Element-wise Visual-enhanced BiLSTM-CRF Model for Location Name Recognition	Nov 1, 2020	Image Retrievalnamed-entity-recognition	—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