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 3411–3420 of 14297 papers

Title	Date	Tasks	Status	Score
CROLoss: Towards a Customizable Loss for Retrieval Models in Recommender Systems	Aug 5, 2022	Recommendation SystemsRetrieval	CodeCode Available	5
AmsterTime: A Visual Place Recognition Benchmark Dataset for Severe Domain Shift	Mar 30, 2022	Image ClassificationImage Retrieval	CodeCode Available	5
Critically Examining the "Neural Hype": Weak Baselines and the Additivity of Effectiveness Gains from Neural Ranking Models	Apr 19, 2019	Retrieval	CodeCode Available	5
Deep Cauchy Hashing for Hamming Space Retrieval	Jun 1, 2018	Deep HashingImage Retrieval	CodeCode Available	5
Audio-Visual Model Distillation Using Acoustic Images	Apr 16, 2019	Action RecognitionAudio Classification	CodeCode Available	5
Large Scale Multi-Lingual Multi-Modal Summarization Dataset	Feb 13, 2023	ArticlesDecoder	CodeCode Available	5
CriSp: Leveraging Tread Depth Maps for Enhanced Crime-Scene Shoeprint Matching	Apr 25, 2024	BenchmarkingData Augmentation	CodeCode Available	5
Deep Conditional Representation Learning for Drum Sample Retrieval by Vocalisation	Apr 10, 2022	Representation LearningRetrieval	CodeCode Available	5
Large Language Model Can Be a Foundation for Hidden Rationale-Based Retrieval	Dec 21, 2024	Computational EfficiencyLanguage Modeling	CodeCode Available	5
Large Language Models and Multimodal Retrieval for Visual Word Sense Disambiguation	Oct 21, 2023	Answer GenerationImage Retrieval	CodeCode Available	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