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 1411–1420 of 14297 papers

Title	Date	Tasks	Status	Hype	Score
FELM: Benchmarking Factuality Evaluation of Large Language Models	Oct 1, 2023	BenchmarkingMath	CodeCode Available	1	5
Contextual Lensing of Universal Sentence Representations	Feb 20, 2020	RetrievalSentence	CodeCode Available	1	5
Contextualized Sparse Representations for Real-Time Open-Domain Question Answering	Nov 7, 2019	Information RetrievalOpen-Domain Question Answering	CodeCode Available	1	5
Nonparametric Decoding for Generative Retrieval	Oct 5, 2022	DecoderLanguage Modelling	CodeCode Available	1	5
ConTextual Masked Auto-Encoder for Dense Passage Retrieval	Aug 16, 2022	DecoderPassage Retrieval	CodeCode Available	1	5
Federated Self-supervised Learning for Video Understanding	Jul 5, 2022	Action RecognitionFederated Learning	CodeCode Available	1	5
FeTaQA: Free-form Table Question Answering	Apr 1, 2021	FormQuestion Answering	CodeCode Available	1	5
Can large language models reason about medical questions?	Jul 17, 2022	MedQAMultiple-choice	CodeCode Available	1	5
Contextual Similarity Aggregation with Self-attention for Visual Re-ranking	Oct 26, 2021	Content-Based Image RetrievalData Augmentation	CodeCode Available	1	5
Feature Representation Learning for Unsupervised Cross-domain Image Retrieval	Jul 20, 2022	Contrastive LearningImage 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