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 3661–3670 of 14297 papers

Title	Date	Tasks	Status	Hype
Enhancing Historical Image Retrieval with Compositional Cues	Mar 21, 2024	Image RetrievalRetrieval	CodeCode Available	0
Adaptive-RAG: Learning to Adapt Retrieval-Augmented Large Language Models through Question Complexity	Mar 21, 2024	Question AnsweringRAG	CodeCode Available	3
DP-RDM: Adapting Diffusion Models to Private Domains Without Fine-Tuning	Mar 21, 2024	MemorizationRetrieval	CodeCode Available	0
M3: A Multi-Task Mixed-Objective Learning Framework for Open-Domain Multi-Hop Dense Sentence Retrieval	Mar 21, 2024	Contrastive LearningFact Verification	CodeCode Available	0
FIT-RAG: Black-Box RAG with Factual Information and Token Reduction	Mar 21, 2024	Open-Domain Question AnsweringQuestion Answering	—Unverified	0
Recourse for reclamation: Chatting with generative language models	Mar 21, 2024	Information RetrievalLanguage Modeling	—Unverified	0
Context Quality Matters in Training Fusion-in-Decoder for Extractive Open-Domain Question Answering	Mar 21, 2024	DecoderLanguage Modeling	—Unverified	0
LLM-based Extraction of Contradictions from Patents	Mar 21, 2024	Language ModellingLarge Language Model	—Unverified	0
Inserting Faces inside Captions: Image Captioning with Attention Guided Merging	Mar 20, 2024	Image CaptioningRetrieval	—Unverified	0
DESIRE-ME: Domain-Enhanced Supervised Information REtrieval using Mixture-of-Experts	Mar 20, 2024	Information RetrievalMixture-of-Experts	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