An Empirical Study on Large-Scale Multi-Label Text Classification
Including Few and Zero-Shot Labels

An Empirical Study on Large-Scale Multi-Label Text Classification Including Few and Zero-Shot Labels

4 October 2020

Ilias Chalkidis

Manos Fergadiotis

Sotiris Kotitsas

Prodromos Malakasiotis

Nikolaos Aletras

Ion Androutsopoulos

Papers citing "An Empirical Study on Large-Scale Multi-Label Text Classification Including Few and Zero-Shot Labels"

19 / 19 papers shown

Title
Where are we in audio deepfake detection? A systematic analysis over generative and detection models Xiang Li Pin-Yu Chen Wenqi Wei 41 3 0 06 Oct 2024
Making LLMs Worth Every Penny: Resource-Limited Text Classification in Banking Lefteris Loukas Ilias Stogiannidis Odysseas Diamantopoulos Prodromos Malakasiotis Stavros Vassos 12 45 0 10 Nov 2023
An Exploration of Encoder-Decoder Approaches to Multi-Label Classification for Legal and Biomedical Text Yova Kementchedjhieva Ilias Chalkidis 34 21 0 09 May 2023
Bayesian Optimization of Catalysis With In-Context Learning Mayk Caldas Ramos Shane S. Michtavy Marc D. Porosoff Andrew D. White BDL 47 30 0 11 Apr 2023
CHiLS: Zero-Shot Image Classification with Hierarchical Label Sets Zachary Novack Julian McAuley Zachary Chase Lipton Saurabh Garg VLM 35 79 0 06 Feb 2023
PLM-ICD: Automatic ICD Coding with Pretrained Language Models Chao-Wei Huang Shang-Chi Tsai Yun-Nung Chen 40 49 0 12 Jul 2022
ICDBigBird: A Contextual Embedding Model for ICD Code Classification George Michalopoulos Michal Malyska Nicola Sahar Alexander Wong Helen H. Chen 25 20 0 21 Apr 2022
LitMC-BERT: transformer-based multi-label classification of biomedical literature with an application on COVID-19 literature curation Qingyu Chen Jingcheng Du Alexis Allot Zhiyong Lu 24 25 0 19 Apr 2022
Revisiting Transformer-based Models for Long Document Classification Xiang Dai Ilias Chalkidis S. Darkner Desmond Elliott VLM 18 68 0 14 Apr 2022
FiNER: Financial Numeric Entity Recognition for XBRL Tagging Lefteris Loukas Manos Fergadiotis Ilias Chalkidis Eirini Spyropoulou Prodromos Malakasiotis Ion Androutsopoulos George Giannakopoulos 21 56 0 12 Mar 2022
Zero-Shot and Few-Shot Classification of Biomedical Articles in Context of the COVID-19 Pandemic Simon Lupart Benoit Favre Vassilina Nikoulina Salah Ait-Mokhtar 25 3 0 09 Jan 2022
Adapting to the Long Tail: A Meta-Analysis of Transfer Learning Research for Language Understanding Tasks Aakanksha Naik J. Lehman Carolyn Rose 42 7 0 02 Nov 2021
LexGLUE: A Benchmark Dataset for Legal Language Understanding in English Ilias Chalkidis Abhik Jana D. Hartung M. Bommarito Ion Androutsopoulos Daniel Martin Katz Nikolaos Aletras AILaw ELM 130 249 0 03 Oct 2021
Multi-granular Legal Topic Classification on Greek Legislation C. Papaloukas Ilias Chalkidis Konstantinos Athinaios D. Pantazi Manolis Koubarakis AILaw 42 23 0 30 Sep 2021
CoPHE: A Count-Preserving Hierarchical Evaluation Metric in Large-Scale Multi-Label Text Classification Matús Falis Hang Dong Alexandra Birch Beatrice Alex 21 6 0 10 Sep 2021
MultiEURLEX -- A multi-lingual and multi-label legal document classification dataset for zero-shot cross-lingual transfer Ilias Chalkidis Manos Fergadiotis Ion Androutsopoulos AILaw 27 107 0 02 Sep 2021
Linking Common Vulnerabilities and Exposures to the MITRE ATT&CK Framework: A Self-Distillation Approach Benjamin Ampel Sagar Samtani Steven Ullman Hsinchun Chen 25 35 0 03 Aug 2021
The Emerging Trends of Multi-Label Learning Weiwei Liu Haobo Wang Xiaobo Shen Ivor W. Tsang 38 252 0 23 Nov 2020
Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism M. Shoeybi M. Patwary Raul Puri P. LeGresley Jared Casper Bryan Catanzaro MoE 245 1,826 0 17 Sep 2019