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 2011–2020 of 14297 papers

Title	Date	Tasks	Status	Hype
Unveiling and Consulting Core Experts in Retrieval-Augmented MoE-based LLMs	Oct 20, 2024	RAGRetrieval	—Unverified	0
MMDS: A Multimodal Medical Diagnosis System Integrating Image Analysis and Knowledge-based Departmental Consultation	Oct 20, 2024	Emotion RecognitionFacial Emotion Recognition	—Unverified	0
HyQE: Ranking Contexts with Hypothetical Query Embeddings	Oct 20, 2024	Retrieval	CodeCode Available	1
Visual Navigation of Digital Libraries: Retrieval and Classification of Images in the National Library of Norway's Digitised Book Collection	Oct 19, 2024	Classificationimage-classification	CodeCode Available	0
Toward Robust RALMs: Revealing the Impact of Imperfect Retrieval on Retrieval-Augmented Language Models	Oct 19, 2024	Adversarial AttackAdversarial Robustness	CodeCode Available	0
Budgeted Online Continual Learning by Adaptive Layer Freezing and Frequency-based Sampling	Oct 19, 2024	Continual LearningRetrieval	—Unverified	0
Retrieval Augmented Diffusion Model for Structure-informed Antibody Design and Optimization	Oct 19, 2024	DenoisingModel Optimization	—Unverified	0
Enhancing Retrieval Performance: An Ensemble Approach For Hard Negative Mining	Oct 18, 2024	Information RetrievalRAG	—Unverified	0
Backdoored Retrievers for Prompt Injection Attacks on Retrieval Augmented Generation of Large Language Models	Oct 18, 2024	Backdoor AttackInformation Retrieval	—Unverified	0
Optimizing Retrieval-Augmented Generation with Elasticsearch for Enhanced Question-Answering Systems	Oct 18, 2024	Question AnsweringRAG	—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