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extreme classification

27 papers

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Co-occurring keywords · papers mentioning both

multi-label classification (11) text classification (4) zero-shot learning (4) siamese network (2) extreme multi-label classification (2) precision@1 (2) deep learning (2) weakly supervised learning (2) multi-label learning (2) few-shot learning (2)

Papers

MOGIC: Metadata-infused Oracle Guidance for Improved Extreme Classification ICML 2025 YNU-HPCC at SemEval-2025 Task 5: Contrastive Learning for GND Subject Tagging with Multilingual Sentence-BERT SemEval 2025 Enhancing Tail Performance in Extreme Classifiers by Label Variance Reduction ICLR 2024 Multi-label Learning with Random Circular Vectors ACL 2024 OAK: Enriching Document Representations using Auxiliary Knowledge for Extreme Classification ICML 2024 Parameter-Efficient Instruction Tuning of Large Language Models For Extreme Financial Numeral Labelling NAACL 2024 Financial Numeric Extreme Labelling: A dataset and benchmarking ACL 2023 SemSup-XC: Semantic Supervision for Zero and Few-shot Extreme Classification ICML 2023 Evaluating Extreme Hierarchical Multi-label Classification ACL 2022 Multi-Modal Extreme Classification CVPR 2022 Open Vocabulary Extreme Classification Using Generative Models ACL 2022 Computational Visual Ceramicology: Matching Image Outlines to Catalog Sketches AAAI 2021 SiameseXML: Siamese Networks meet Extreme Classifiers with 100M Labels ICML 2021 Extreme Classification via Adversarial Softmax Approximation ICLR 2020 Extreme Multi-label Classification from Aggregated Labels ICML 2020 Accelerating Extreme Classification via Adaptive Feature Agglomeration IJCAI 2019 A Submodular Feature-Aware Framework for Label Subset Selection in Extreme Classification Problems NAACL 2019 Breaking the Glass Ceiling for Embedding-Based Classifiers for Large Output Spaces NeurIPS 2019 Extreme Classification in Log Memory using Count-Min Sketch: A Case Study of Amazon Search with 50M Products NeurIPS 2019 Extreme Multi-Label Legal Text Classification: A Case Study in EU Legislation NAACL 2019 Efficient Loss-Based Decoding on Graphs for Extreme Classification NeurIPS 2018 Neural Network based Extreme Classification and Similarity Models for Product Matching NAACL 2018 Multilabel Classification with Group Testing and Codes ICML 2017 Simultaneous Learning of Trees and Representations for Extreme Classification and Density Estimation ICML 2017 Extreme F-measure Maximization using Sparse Probability Estimates ICML 2016