Large Language Models Do Multi-Label Classification Differently

23 May 2025

Marcus Ma

Georgios Chochlakis

Niyantha Maruthu Pandiyan

Jesse Thomason

Shrikanth Narayanan

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Papers citing "Large Language Models Do Multi-Label Classification Differently"

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Title
Indonesian-English Code-Switching Speech Synthesizer Utilizing Multilingual STEN-TTS and Bert LID Ahmad Alfani Handoyo Chung Tran Dessi Lestari S. Sakti 92 1 0 26 Dec 2024
Aggregation Artifacts in Subjective Tasks Collapse Large Language Models' Posteriors Georgios Chochlakis Alexandros Potamianos Kristina Lerman Shrikanth Narayanan 79 2 0 17 Oct 2024
Taming Overconfidence in LLMs: Reward Calibration in RLHF Jixuan Leng Chengsong Huang Banghua Zhu Jiaxin Huang 58 11 0 13 Oct 2024
Calibrating Language Models with Adaptive Temperature Scaling Johnathan Xie Annie S. Chen Yoonho Lee Eric Mitchell Chelsea Finn 42 13 0 29 Sep 2024
MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark Yubo Wang Xueguang Ma Ge Zhang Yuansheng Ni Abhranil Chandra ... Kai Wang Alex Zhuang Rongqi Fan Xiang Yue Wenhu Chen LRM ELM 73 376 0 03 Jun 2024
DALLMi: Domain Adaption for LLM-based Multi-label Classifier Miruna Betianu Abele Malan Marco Aldinucci Robert Birke Lydia Y. Chen 56 6 0 03 May 2024
The Strong Pull of Prior Knowledge in Large Language Models and Its Impact on Emotion Recognition Georgios Chochlakis Alexandros Potamianos Kristina Lerman Shrikanth Narayanan 56 7 0 25 Mar 2024
Fact-and-Reflection (FaR) Improves Confidence Calibration of Large Language Models Xinran Zhao Hongming Zhang Xiaoman Pan Wenlin Yao Dong Yu Tongshuang Wu Jianshu Chen HILM LRM 59 7 0 27 Feb 2024
On the Calibration of Large Language Models and Alignment Chiwei Zhu Benfeng Xu Quan Wang Yongdong Zhang Zhendong Mao 122 40 0 22 Nov 2023
Capturing Perspectives of Crowdsourced Annotators in Subjective Learning Tasks Negar Mokhberian Myrl G. Marmarelis F. R. Hopp Valerio Basile Fred Morstatter Kristina Lerman 63 12 0 16 Nov 2023
Modeling subjectivity (by Mimicking Annotator Annotation) in toxic comment identification across diverse communities Senjuti Dutta Sid Mittal Sherol Chen Deepak Ramachandran Ravi Rajakumar Ian D Kivlichan Sunny Mak Alena Butryna Praveen Paritosh University of Tennessee 73 7 0 01 Nov 2023
A Close Look into the Calibration of Pre-trained Language Models Yangyi Chen Lifan Yuan Ganqu Cui Zhiyuan Liu Heng Ji 90 50 0 31 Oct 2022
Leveraging Label Correlations in a Multi-label Setting: A Case Study in Emotion Georgios Chochlakis Gireesh Mahajan Sabyasachee Baruah Keith Burghardt Kristina Lerman Shrikanth Narayanan 54 24 0 28 Oct 2022
Noise Audits Improve Moral Foundation Classification Negar Mokhberian F. R. Hopp Bahareh Harandizadeh Fred Morstatter Kristina Lerman NoLa 37 6 0 13 Oct 2022
Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models Aarohi Srivastava Abhinav Rastogi Abhishek Rao Abu Awal Md Shoeb Abubakar Abid ... Zhuoye Zhao Zijian Wang Zijie J. Wang Zirui Wang Ziyi Wu ELM 95 1,739 0 09 Jun 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 694 12,525 0 04 Mar 2022
Dealing with Disagreements: Looking Beyond the Majority Vote in Subjective Annotations Aida Mostafazadeh Davani Mark Díaz Vinodkumar Prabhakaran 30 312 0 12 Oct 2021
Implicit Representations of Meaning in Neural Language Models Belinda Z. Li Maxwell Nye Jacob Andreas NAI MILM 38 175 0 01 Jun 2021
Distributed NLI: Learning to Predict Human Opinion Distributions for Language Reasoning Xiang Zhou Yixin Nie Joey Tianyi Zhou UQCV 38 29 0 18 Apr 2021
SpanEmo: Casting Multi-label Emotion Classification as Span-prediction Hassan Alhuzali Sophia Ananiadou 82 89 0 25 Jan 2021
HateXplain: A Benchmark Dataset for Explainable Hate Speech Detection Binny Mathew Punyajoy Saha Seid Muhie Yimam Chris Biemann Pawan Goyal Animesh Mukherjee 98 565 0 18 Dec 2020
GoEmotions: A Dataset of Fine-Grained Emotions Dorottya Demszky Dana Movshovitz-Attias Jeongwoo Ko Alan S. Cowen Gaurav Nemade Sujith Ravi AI4MH 41 695 0 01 May 2020
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 451 4,662 0 23 Jan 2020
Designing and Interpreting Probes with Control Tasks John Hewitt Percy Liang 56 531 0 08 Sep 2019
ML-Net: multi-label classification of biomedical texts with deep neural networks Jingcheng Du Qingyu Chen Yifan Peng Yang Xiang Cui Tao Zhiyong Lu 81 139 0 13 Nov 2018
Joint Binary Neural Network for Multi-label Learning with Applications to Emotion Classification Huihui He Rui Xia MQ 41 56 0 03 Feb 2018
On Calibration of Modern Neural Networks Chuan Guo Geoff Pleiss Yu Sun Kilian Q. Weinberger UQCV 202 5,774 0 14 Jun 2017