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 1921–1930 of 14297 papers

Title	Date	Tasks	Status	Hype	Score
FindVehicle and VehicleFinder: A NER dataset for natural language-based vehicle retrieval and a keyword-based cross-modal vehicle retrieval system	Apr 21, 2023	CPUGPU	CodeCode Available	1	5
Hierarchical Contrast for Unsupervised Skeleton-based Action Representation Learning	Dec 5, 2022	Action RecognitionFew-Shot Skeleton-Based Action Recognition	CodeCode Available	1	5
Binary Embedding-based Retrieval at Tencent	Feb 17, 2023	BinarizationRetrieval	CodeCode Available	1	5
Fine-Grained Image-Text Matching by Cross-Modal Hard Aligning Network	Jan 1, 2023	Image-text matchingRetrieval	CodeCode Available	1	5
Hierarchical Retrieval-Augmented Generation Model with Rethink for Multi-hop Question Answering	Aug 20, 2024	Multi-hop Question AnsweringQuestion Answering	CodeCode Available	1	5
Fine-grained Image Classification and Retrieval by Combining Visual and Locally Pooled Textual Features	Jan 14, 2020	ClassificationDiversity	CodeCode Available	1	5
Holistic Features are almost Sufficient for Text-to-Video Retrieval	Jan 1, 2024	Retrievaltext similarity	CodeCode Available	1	5
Fine-grained Post-training for Improving Retrieval-based Dialogue Systems	May 24, 2021	Conversational Response SelectionRetrieval	CodeCode Available	1	5
2nd Place and 2nd Place Solution to Kaggle Landmark Recognition andRetrieval Competition 2019	Jun 10, 2019	Landmark RecognitionReranking	CodeCode Available	1	5
Chatting Makes Perfect: Chat-based Image Retrieval	May 31, 2023	Chat-based Image RetrievalImage Description	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