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 1821–1830 of 14297 papers

Title	Date	Tasks	Status	Hype	Score
ChatRetriever: Adapting Large Language Models for Generalized and Robust Conversational Dense Retrieval	Apr 21, 2024	Contrastive LearningConversational Search	CodeCode Available	1	5
Evaluating Interpolation and Extrapolation Performance of Neural Retrieval Models	Apr 25, 2022	Retrieval	CodeCode Available	1	5
Conformer-Kernel with Query Term Independence for Document Retrieval	Jul 20, 2020	GPUReranking	CodeCode Available	1	5
Chatting Makes Perfect: Chat-based Image Retrieval	May 31, 2023	Chat-based Image RetrievalImage Description	CodeCode Available	1	5
COCO-DR: Combating Distribution Shifts in Zero-Shot Dense Retrieval with Contrastive and Distributionally Robust Learning	Oct 27, 2022	Language ModelingLanguage Modelling	CodeCode Available	1	5
Evaluating Retrieval Quality in Retrieval-Augmented Generation	Apr 21, 2024	GPULanguage Modeling	CodeCode Available	1	5
Evaluating the Robustness of Retrieval Pipelines with Query Variation Generators	Nov 25, 2021	Information RetrievalLanguage Modelling	CodeCode Available	1	5
On the Evaluation of Commit Message Generation Models: An Experimental Study	Jul 12, 2021	Retrieval	CodeCode Available	1	5
Graph Convolution for Re-ranking in Person Re-identification	Jul 5, 2021	Person Re-IdentificationRe-Ranking	CodeCode Available	1	5
ChatGPT-powered Conversational Drug Editing Using Retrieval and Domain Feedback	May 29, 2023	Decision MakingDrug Discovery	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