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

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Showing 1011–1020 of 14297 papers

Title	Date	Tasks	Status	Hype	Score
ConveRT: Efficient and Accurate Conversational Representations from Transformers	Nov 9, 2019	Conversational Response Selectionintent-classification	CodeCode Available	1	5
Goodtriever: Adaptive Toxicity Mitigation with Retrieval-augmented Models	Oct 11, 2023	RetrievalText Generation	CodeCode Available	1	5
Embedding Expansion: Augmentation in Embedding Space for Deep Metric Learning	Mar 5, 2020	ClusteringImage Retrieval	CodeCode Available	1	5
ConvGQR: Generative Query Reformulation for Conversational Search	May 25, 2023	Conversational SearchRetrieval	CodeCode Available	1	5
Knowledge Card: Filling LLMs' Knowledge Gaps with Plug-in Specialized Language Models	May 17, 2023	Retrieval	CodeCode Available	1	5
GPR1200: A Benchmark for General-Purpose Content-Based Image Retrieval	Nov 25, 2021	Content-Based Image RetrievalImage Retrieval	CodeCode Available	1	5
A Novel Geo-Localization Method for UAV and Satellite Images Using Cross-View Consistent Attention	Sep 23, 2023	BlockingData Augmentation	CodeCode Available	1	5
GPU-based Private Information Retrieval for On-Device Machine Learning Inference	Jan 26, 2023	CPUGPU	CodeCode Available	1	5
Bridging the Gap: A Unified Video Comprehension Framework for Moment Retrieval and Highlight Detection	Nov 28, 2023	Contrastive LearningHighlight Detection	CodeCode Available	1	5
Adaptive label-aware graph convolutional networks for cross-modal retrieval	Aug 6, 2021	Cross-Modal RetrievalRepresentation Learning	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