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 2231–2240 of 14297 papers

Title	Date	Tasks	Status	Hype	Score
Insights into LLM Long-Context Failures: When Transformers Know but Don't Tell	Jun 20, 2024	Information RetrievalPosition	CodeCode Available	1	5
Large language models are good medical coders, if provided with tools	Jul 6, 2024	Language ModelingLanguage Modelling	CodeCode Available	1	5
CLARA: Multilingual Contrastive Learning for Audio Representation Acquisition	Oct 18, 2023	Audio ClassificationContrastive Learning	CodeCode Available	1	5
CLASP: Contrastive Language-Speech Pretraining for Multilingual Multimodal Information Retrieval	Dec 17, 2024	Contrastive LearningInformation Retrieval	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 Lensing of Universal Sentence Representations	Feb 20, 2020	RetrievalSentence	CodeCode Available	1	5
Instance-level Image Retrieval using Reranking Transformers	Mar 22, 2021	Image RetrievalReranking	CodeCode Available	1	5
CityFlow-NL: Tracking and Retrieval of Vehicles at City Scale by Natural Language Descriptions	Jan 12, 2021	Multi-Object TrackingObject Tracking	CodeCode Available	1	5
Dependency-based Text Graphs for Keyphrase and Summary Extraction with Applications to Interactive Content Retrieval	Sep 20, 2019	RelationRelation Extraction	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