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

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Showing 3181–3190 of 14297 papers

Title	Date	Tasks	Status	Score
CNTLS: A Benchmark Dataset for Abstractive or Extractive Chinese Timeline Summarization	May 29, 2021	ArticlesInformation Retrieval	CodeCode Available	5
Learning Compatible Multi-Prize Subnetworks for Asymmetric Retrieval	Apr 16, 2025	Retrieval	CodeCode Available	5
Learning compact binary descriptors with unsupervised deep neural networks	Jun 1, 2016	Image RetrievalObject	CodeCode Available	5
Ada-Retrieval: An Adaptive Multi-Round Retrieval Paradigm for Sequential Recommendations	Jan 12, 2024	Recommendation SystemsRetrieval	CodeCode Available	5
Learning Complex Basis Functions for Invariant Representations of Audio	Jul 13, 2019	Information RetrievalMusic Information Retrieval	CodeCode Available	5
Learning Attractor Dynamics for Generative Memory	Nov 23, 2018	Retrieval	CodeCode Available	5
Learning Audio Concepts from Counterfactual Natural Language	Jan 10, 2024	Audio captioningAudio Classification	CodeCode Available	5
Learning Character-Agnostic Motion for Motion Retargeting in 2D	May 5, 2019	3D Reconstructionmotion retargeting	CodeCode Available	5
Learning Compressed Sentence Representations for On-Device Text Processing	Jun 19, 2019	RetrievalSentence	CodeCode Available	5
Automated Few-shot Classification with Instruction-Finetuned Language Models	May 21, 2023	ClassificationFew-Shot Learning	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