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 3831–3840 of 14297 papers

Title	Date	Tasks	Status	Score
Is Non-IID Data a Threat in Federated Online Learning to Rank?	Apr 20, 2022	Federated LearningInformation Retrieval	CodeCode Available	5
IRGAN: A Minimax Game for Unifying Generative and Discriminative Information Retrieval Models	May 30, 2017	Ad-Hoc Information RetrievalDocument Ranking	CodeCode Available	5
Dial-MAE: ConTextual Masked Auto-Encoder for Retrieval-based Dialogue Systems	Jun 7, 2023	Conversational Response SelectionDecoder	CodeCode Available	5
DimonGen: Diversified Generative Commonsense Reasoning for Explaining Concept Relationships	Dec 20, 2022	DiversityRetrieval	CodeCode Available	5
IR like a SIR: Sense-enhanced Information Retrieval for Multiple Languages	Nov 1, 2021	Information RetrievalRetrieval	CodeCode Available	5
Asynchronous Training of Word Embeddings for Large Text Corpora	Dec 7, 2018	Information RetrievalRetrieval	CodeCode Available	5
ir_explain: a Python Library of Explainable IR Methods	Apr 29, 2024	Information RetrievalRetrieval	CodeCode Available	5
ir_metadata: An Extensible Metadata Schema for IR Experiments	Jul 18, 2022	Information RetrievalRetrieval	CodeCode Available	5
Isotropic Representation Can Improve Dense Retrieval	Sep 1, 2022	Re-RankingRetrieval	CodeCode Available	5
Contextualization with SPLADE for High Recall Retrieval	May 7, 2024	RetrievalTAR	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