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 1361–1370 of 14297 papers

Title	Date	Tasks	Status	Hype
Label-Retrieval-Augmented Diffusion Models for Learning from Noisy Labels	May 31, 2023	Image ClassificationRetrieval	CodeCode Available	1
Structure-Aware Language Model Pretraining Improves Dense Retrieval on Structured Data	May 31, 2023	Code SearchLanguage Modeling	CodeCode Available	1
The Information Retrieval Experiment Platform	May 30, 2023	CPUInformation Retrieval	CodeCode Available	1
AdANNS: A Framework for Adaptive Semantic Search	May 30, 2023	Natural QuestionsQuantization	CodeCode Available	1
Test-Time Training on Nearest Neighbors for Large Language Models	May 29, 2023	Language ModelingLanguage Modelling	CodeCode Available	1
Test-Time Adaptation with CLIP Reward for Zero-Shot Generalization in Vision-Language Models	May 29, 2023	Image CaptioningImage Classification	CodeCode Available	1
ChatGPT-powered Conversational Drug Editing Using Retrieval and Domain Feedback	May 29, 2023	Decision MakingDrug Discovery	CodeCode Available	1
Prompt-Guided Retrieval Augmentation for Non-Knowledge-Intensive Tasks	May 28, 2023	Retrieval	CodeCode Available	1
FuseCap: Leveraging Large Language Models for Enriched Fused Image Captions	May 28, 2023	AttributeImage Captioning	CodeCode Available	1
Towards Better Entity Linking with Multi-View Enhanced Distillation	May 27, 2023	Entity LinkingKnowledge Distillation	CodeCode Available	1

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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