Kazuyuki Matsumoto


2024

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TMAK-Plus at SIGHAN-2024 dimABSA Task: Multi-Agent Collaboration for Transparent and Rational Sentiment Analysis
Xin Kang | Zhifei Zhang | 周嘉政 周嘉政 | Raino.wu@dataarobotics.com Raino.wu@dataarobotics.com | 2020010107@mail.hfut.edu.cn 2020010107@mail.hfut.edu.cn | Kazuyuki Matsumoto
Proceedings of the 10th SIGHAN Workshop on Chinese Language Processing (SIGHAN-10)

The TMAK-Plus team proposes a Multi-Agent Collaboration (MAC) model for the dimensional Aspect-Based Sentiment Analysis (dimABSA) task at SIGHAN-2024. The MAC model leverages Neuro-Symbolic AI to solve dimABSA transparently and rationally through symbolic message exchanges among generative AI agents. These agents collaborate on aspect detection, opinion detection, aspect classification, and intensity estimation. We created 8 sentiment intensity agents with distinct character traits to mimic diverse sentiment perceptions and average their outputs. The AI agents received clear instructions and 20 training examples to ensure task understanding. Our results suggest that the MAC model is effective in solving the dimABSA task and offers a transparent and rational approach to understanding the solution process.

2021

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Construction of MBTI Personality Estimation Model Considering Emotional Information
Ryota Kishima | Kazuyuki Matsumoto | Minoru Yoshida | Kenji Kita
Proceedings of the 35th Pacific Asia Conference on Language, Information and Computation

2018

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Visualization of the occurrence trend of infectious diseases using Twitter
Ryusei Matsumoto | Minoru Yoshida | Kazuyuki Matsumoto | Hironobu Matsuda | Kenji Kita
Proceedings of the Eleventh International Conference on Language Resources and Evaluation (LREC 2018)

2012

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Emotion Estimation from Sentence Using Relation between Japanese Slangs and Emotion Expressions
Kazuyuki Matsumoto | Kenji Kita | Fuji Ren
Proceedings of the 26th Pacific Asia Conference on Language, Information, and Computation

2011

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Exploring Emotional Words for Chinese Document Chief Emotion Analysis
Yunong Wu | Kenji Kita | Fuji Ren | Kazuyuki Matsumoto | Xin Kang
Proceedings of the 25th Pacific Asia Conference on Language, Information and Computation