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 2621–2630 of 14297 papers

Title	Date	Tasks	Status	Hype	Score
Composite Sketch+Text Queries for Retrieving Objects with Elusive Names and Complex Interactions	Feb 12, 2025	Contrastive LearningImage Retrieval	CodeCode Available	1	5
Learning Kernel-Smoothed Machine Translation with Retrieved Examples	Sep 21, 2021	Domain AdaptationMachine Translation	CodeCode Available	1	5
Learning music audio representations via weak language supervision	Dec 8, 2021	Audio ClassificationInformation Retrieval	CodeCode Available	1	5
Learning SO(3) Equivariant Representations with Spherical CNNs	Nov 17, 2017	3D ClassificationData Augmentation	CodeCode Available	1	5
BRIEF: Bridging Retrieval and Inference for Multi-hop Reasoning via Compression	Oct 20, 2024	In-Context LearningLong-Context Understanding	CodeCode Available	1	5
Query Embedding Pruning for Dense Retrieval	Aug 23, 2021	Passage RankingRetrieval	CodeCode Available	1	5
Equivariant Similarity for Vision-Language Foundation Models	Mar 25, 2023	Image-text RetrievalRetrieval	CodeCode Available	1	5
Query Performance Prediction: From Ad-hoc to Conversational Search	May 18, 2023	Conversational SearchInformation Retrieval	CodeCode Available	1	5
A Comprehensive Review of the Video-to-Text Problem	Mar 27, 2021	Question AnsweringRetrieval	CodeCode Available	1	5
Composed Image Retrieval with Text Feedback via Multi-grained Uncertainty Regularization	Nov 14, 2022	Composed Image Retrieval (CoIR)Image Retrieval	CodeCode Available	1	5

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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