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 1241–1250 of 14297 papers

Title	Date	Tasks	Status	Hype	Score
Exemplar VAE: Linking Generative Models, Nearest Neighbor Retrieval, and Data Augmentation	Apr 9, 2020	Data AugmentationDensity Estimation	CodeCode Available	1	5
ExaRanker: Explanation-Augmented Neural Ranker	Jan 25, 2023	Language ModelingLanguage Modelling	CodeCode Available	1	5
Candidate Set Re-ranking for Composed Image Retrieval with Dual Multi-modal Encoder	May 25, 2023	Composed Image Retrieval (CoIR)Image Retrieval	CodeCode Available	1	5
ExaRanker-Open: Synthetic Explanation for IR using Open-Source LLMs	Feb 9, 2024	Data AugmentationInformation Retrieval	CodeCode Available	1	5
EX-FEVER: A Dataset for Multi-hop Explainable Fact Verification	Oct 15, 2023	Claim VerificationExplanation Generation	CodeCode Available	1	5
CAMeL: Cross-modality Adaptive Meta-Learning for Text-based Person Retrieval	Apr 26, 2025	Meta-LearningPerson Retrieval	CodeCode Available	1	5
Enhancing Recipe Retrieval with Foundation Models: A Data Augmentation Perspective	Dec 8, 2023	Cross-Modal RetrievalData Augmentation	CodeCode Available	1	5
Evidentiality-guided Generation for Knowledge-Intensive NLP Tasks	Dec 16, 2021	AttributeFact Verification	CodeCode Available	1	5
Explainable Legal Case Matching via Inverse Optimal Transport-based Rationale Extraction	Jul 9, 2022	Explanation GenerationFairness	CodeCode Available	1	5
CAFe: Unifying Representation and Generation with Contrastive-Autoregressive Finetuning	Mar 25, 2025	HallucinationLanguage Modeling	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