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 4191–4200 of 14297 papers

Title	Date	Tasks	Status	Hype
keqing: knowledge-based question answering is a nature chain-of-thought mentor of LLM	Dec 31, 2023	Information RetrievalQuestion Answering	—Unverified	0
SynCDR : Training Cross Domain Retrieval Models with Synthetic Data	Dec 31, 2023	RetrievalTranslation	CodeCode Available	0
Multi-Granularity Representation Learning for Sketch-based Dynamic Face Image Retrieval	Dec 31, 2023	Face Image RetrievalImage Retrieval	CodeCode Available	1
Advancing TTP Analysis: Harnessing the Power of Large Language Models with Retrieval Augmented Generation	Dec 30, 2023	DecoderHallucination	CodeCode Available	1
Mitigating the Impact of False Negatives in Dense Retrieval with Contrastive Confidence Regularization	Dec 30, 2023	Answer GenerationContrastive Learning	CodeCode Available	1
Investigating the Effects of Sparse Attention on Cross-Encoders	Dec 29, 2023	Re-RankingRetrieval	CodeCode Available	0
K-PERM: Personalized Response Generation Using Dynamic Knowledge Retrieval and Persona-Adaptive Queries	Dec 29, 2023	NutritionResponse Generation	CodeCode Available	0
ChatEd: A Chatbot Leveraging ChatGPT for an Enhanced Learning Experience in Higher Education	Dec 29, 2023	ChatbotInformation Retrieval	—Unverified	0
Structured Packing in LLM Training Improves Long Context Utilization	Dec 28, 2023	Information RetrievalRetrieval	—Unverified	0
LLM4Causal: Democratized Causal Tools for Everyone via Large Language Model	Dec 28, 2023	Decision MakingLanguage Modeling	—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