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 2261–2270 of 14297 papers

Title	Date	Tasks	Status	Hype
Contrastive Learning with Stronger Augmentations	Apr 15, 2021	Contrastive LearningRepresentation Learning	CodeCode Available	1
Efficiently Teaching an Effective Dense Retriever with Balanced Topic Aware Sampling	Apr 14, 2021	GPURe-Ranking	CodeCode Available	1
Adversarial Sticker: A Stealthy Attack Method in the Physical World	Apr 14, 2021	Face RecognitionImage Retrieval	CodeCode Available	1
An Adversarial Imitation Click Model for Information Retrieval	Apr 13, 2021	Imitation LearningInformation Retrieval	CodeCode Available	1
Multi-Step Reasoning Over Unstructured Text with Beam Dense Retrieval	Apr 13, 2021	Multi-hop Question AnsweringQuestion Answering	CodeCode Available	1
Understanding Hard Negatives in Noise Contrastive Estimation	Apr 13, 2021	Entity LinkingRetrieval	CodeCode Available	1
GPU Semiring Primitives for Sparse Neighborhood Methods	Apr 13, 2021	BIG-bench Machine LearningGPU	CodeCode Available	1
Fool Me Twice: Entailment from Wikipedia Gamification	Apr 10, 2021	Retrieval	CodeCode Available	1
An Empirical Comparison of Instance Attribution Methods for NLP	Apr 9, 2021	Retrieval	CodeCode Available	1
Seeing Out of tHe bOx: End-to-End Pre-training for Vision-Language Representation Learning	Apr 7, 2021	Representation LearningRetrieval	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