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Contrastive Distillation of Emotion Knowledge from LLMs for Zero-Shot Emotion Recognition

23 May 2025
Minxue Niu
E. Provost
    VLM
ArXiv (abs)PDFHTML

Papers citing "Contrastive Distillation of Emotion Knowledge from LLMs for Zero-Shot Emotion Recognition"

21 / 21 papers shown
Title
Rule Based Rewards for Language Model Safety
Rule Based Rewards for Language Model SafetyNeural Information Processing Systems (NeurIPS), 2024
Tong Mu
Alec Helyar
Johannes Heidecke
Joshua Achiam
Andrea Vallone
Ian Kivlichan
Molly Lin
Alex Beutel
John Schulman
Lilian Weng
ALM
278
89
0
02 Nov 2024
From Text to Emotion: Unveiling the Emotion Annotation Capabilities of
  LLMs
From Text to Emotion: Unveiling the Emotion Annotation Capabilities of LLMsInterspeech (Interspeech), 2024
Minxue Niu
Mimansa Jaiswal
Emily Mower Provost
168
16
0
30 Aug 2024
GPT-4 Emulates Average-Human Emotional Cognition from a Third-Person
  Perspective
GPT-4 Emulates Average-Human Emotional Cognition from a Third-Person PerspectiveAffective Computing and Intelligent Interaction (ACII), 2024
Ala Nekouvaght Tak
Jonathan Gratch
145
20
0
11 Aug 2024
FOFO: A Benchmark to Evaluate LLMs' Format-Following Capability
FOFO: A Benchmark to Evaluate LLMs' Format-Following Capability
Congying Xia
Chen Xing
Jiangshu Du
Xinyi Yang
Yihao Feng
Ran Xu
Wenpeng Yin
Caiming Xiong
ALM
241
70
0
28 Feb 2024
Affective Computing for Healthcare: Recent Trends, Applications,
  Challenges, and Beyond
Affective Computing for Healthcare: Recent Trends, Applications, Challenges, and Beyond
Yuanyuan Liu
Ke Wang
Lin Wei
Jingying Chen
Yibing Zhan
Dapeng Tao
Zhe Chen
155
18
0
21 Feb 2024
English Prompts are Better for NLI-based Zero-Shot Emotion
  Classification than Target-Language Prompts
English Prompts are Better for NLI-based Zero-Shot Emotion Classification than Target-Language PromptsThe Web Conference (WWW), 2024
Patrick Bareiss
Roman Klinger
Jeremy Barnes
201
13
0
05 Feb 2024
EmoLLMs: A Series of Emotional Large Language Models and Annotation
  Tools for Comprehensive Affective Analysis
EmoLLMs: A Series of Emotional Large Language Models and Annotation Tools for Comprehensive Affective AnalysisKnowledge Discovery and Data Mining (KDD), 2024
Shanshan Yang
Kailai Yang
Tianlin Zhang
Qianqian Xie
Sophia Ananiadou
202
88
0
16 Jan 2024
GPT-4V with Emotion: A Zero-shot Benchmark for Generalized Emotion
  Recognition
GPT-4V with Emotion: A Zero-shot Benchmark for Generalized Emotion Recognition
Zheng Lian
Guoying Zhao
Haiyang Sun
Kang Chen
Zhuofan Wen
Hao Gu
Yinan Han
Jianhua Tao
226
71
0
07 Dec 2023
Sentiment Analysis in the Era of Large Language Models: A Reality Check
Sentiment Analysis in the Era of Large Language Models: A Reality Check
Wenxuan Zhang
Yue Deng
Bing-Quan Liu
Sinno Jialin Pan
Lidong Bing
AI4MH
185
442
0
24 May 2023
Using Emotion Embeddings to Transfer Knowledge Between Emotions,
  Languages, and Annotation Formats
Using Emotion Embeddings to Transfer Knowledge Between Emotions, Languages, and Annotation FormatsIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022
Georgios Chochlakis
Gireesh Mahajan
Sabyasachee Baruah
Keith Burghardt
Kristina Lerman
Shrikanth Narayanan
166
9
0
31 Oct 2022
EmoBank: Studying the Impact of Annotation Perspective and
  Representation Format on Dimensional Emotion Analysis
EmoBank: Studying the Impact of Annotation Perspective and Representation Format on Dimensional Emotion AnalysisConference of the European Chapter of the Association for Computational Linguistics (EACL), 2017
Sven Buechel
U. Hahn
139
258
0
04 May 2022
Dawn of the transformer era in speech emotion recognition: closing the
  valence gap
Dawn of the transformer era in speech emotion recognition: closing the valence gapIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022
Johannes Wagner
Andreas Triantafyllopoulos
H. Wierstorf
Maximilian Schmitt
Felix Burkhardt
F. Eyben
Björn W. Schuller
291
401
0
14 Mar 2022
Cross Domain Emotion Recognition using Few Shot Knowledge Transfer
Cross Domain Emotion Recognition using Few Shot Knowledge Transfer
Justin Olah
Sabyasachee Baruah
Digbalay Bose
Shrikanth Narayanan
176
7
0
11 Oct 2021
Multitask Multi-database Emotion Recognition
Multitask Multi-database Emotion Recognition
Manh-Tu Vu
M. Beurton-Aimar
CVBM
115
32
0
08 Jul 2021
Learning Transferable Visual Models From Natural Language Supervision
Learning Transferable Visual Models From Natural Language SupervisionInternational Conference on Machine Learning (ICML), 2021
Alec Radford
Jong Wook Kim
Chris Hallacy
Aditya A. Ramesh
Gabriel Goh
...
Amanda Askell
Pamela Mishkin
Jack Clark
Gretchen Krueger
Ilya Sutskever
CLIPVLM
1.9K
39,712
0
26 Feb 2021
Towards Label-Agnostic Emotion Embeddings
Towards Label-Agnostic Emotion EmbeddingsConference on Empirical Methods in Natural Language Processing (EMNLP), 2020
Sven Buechel
Luise Modersohn
U. Hahn
187
11
0
01 Dec 2020
Investigating Bias and Fairness in Facial Expression Recognition
Investigating Bias and Fairness in Facial Expression Recognition
Tian Xu
J. White
Sinan Kalkan
Hatice Gunes
CVBM
324
176
0
20 Jul 2020
GoEmotions: A Dataset of Fine-Grained Emotions
GoEmotions: A Dataset of Fine-Grained EmotionsAnnual Meeting of the Association for Computational Linguistics (ACL), 2020
Dorottya Demszky
Dana Movshovitz-Attias
Jeongwoo Ko
Alan S. Cowen
Gaurav Nemade
Sujith Ravi
AI4MH
270
872
0
01 May 2020
Benchmarking Zero-shot Text Classification: Datasets, Evaluation and
  Entailment Approach
Benchmarking Zero-shot Text Classification: Datasets, Evaluation and Entailment ApproachConference on Empirical Methods in Natural Language Processing (EMNLP), 2019
Wenpeng Yin
Jamaal Hay
Dan Roth
340
606
0
31 Aug 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language
  Understanding
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Jacob Devlin
Ming-Wei Chang
Kenton Lee
Kristina Toutanova
VLMSSLSSeg
2.8K
106,430
0
11 Oct 2018
Utilizing Neural Networks and Linguistic Metadata for Early Detection of
  Depression Indications in Text Sequences
Utilizing Neural Networks and Linguistic Metadata for Early Detection of Depression Indications in Text SequencesIEEE Transactions on Knowledge and Data Engineering (TKDE), 2018
Marcel Trotzek
Sven Koitka
Christoph M. Friedrich
241
227
0
19 Apr 2018
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