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 4781–4790 of 14297 papers

Title	Date	Tasks	Status	Score
Harnessing Cross-lingual Features to Improve Cognate Detection for Low-resource Languages	Dec 16, 2021	Cross-Lingual Information RetrievalCross-Lingual Word Embeddings	CodeCode Available	5
Evaluation of Audio-Visual Alignments in Visually Grounded Speech Models	Jul 5, 2021	Cross-Modal RetrievalObject Localization	CodeCode Available	5
GrowOVER: How Can LLMs Adapt to Growing Real-World Knowledge?	Jun 9, 2024	Language ModelingLanguage Modelling	CodeCode Available	5
CAREL: Instruction-guided reinforcement learning with cross-modal auxiliary objectives	Nov 29, 2024	reinforcement-learningReinforcement Learning	CodeCode Available	5
GSSF: Generalized Structural Sparse Function for Deep Cross-modal Metric Learning	Oct 20, 2024	Image RetrievalImage-text Retrieval	CodeCode Available	5
Group Multi-View Transformer for 3D Shape Analysis with Spatial Encoding	Dec 27, 2023	3D Classification3D Shape Recognition	CodeCode Available	5
GROWN+UP: A Graph Representation Of a Webpage Network Utilizing Pre-training	Aug 3, 2022	Genre classificationGraph Neural Network	CodeCode Available	5
Guided Similarity Separation for Image Retrieval	Dec 1, 2019	ClusteringImage Retrieval	CodeCode Available	5
Efficient Training of Retrieval Models using Negative Cache	Dec 1, 2021	Information RetrievalRetrieval	CodeCode Available	5
Retrieval-based Localization Based on Domain-invariant Feature Learning under Changing Environments	Sep 23, 2019	Autonomous DrivingRetrieval	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