Search Results for author: Yazhou Zhang

Found 9 papers, 1 papers with code

Beyond Emotion: A Multi-Modal Dataset for Human Desire Understanding

no code implementations NAACL 2022 Ao Jia, Yu He, Yazhou Zhang, Sagar Uprety, Dawei Song, Christina Lioma

Desire is a strong wish to do or have something, which involves not only a linguistic expression, but also underlying cognitive phenomena driving human feelings.

Benchmarking

What Does Your Smile Mean? Jointly Detecting Multi-Modal Sarcasm and Sentiment Using Quantum Probability

no code implementations Findings (EMNLP) 2021 Yaochen Liu, Yazhou Zhang, Qiuchi Li, Benyou Wang, Dawei Song

The QPM framework involves a complex-valued multi-modal representation encoder, a quantum-like fusion subnetwork and a quantum measurement mechanism.

Pushing The Limit of LLM Capacity for Text Classification

no code implementations12 Feb 2024 Yazhou Zhang, Mengyao Wang, Chenyu Ren, Qiuchi Li, Prayag Tiwari, Benyou Wang, Jing Qin

The value of text classification's future research has encountered challenges and uncertainties, due to the extraordinary efficacy demonstrated by large language models (LLMs) across numerous downstream NLP tasks.

Language Modelling text-classification +1

DialogueLLM: Context and Emotion Knowledge-Tuned Large Language Models for Emotion Recognition in Conversations

1 code implementation17 Oct 2023 Yazhou Zhang, Mengyao Wang, Youxi Wu, Prayag Tiwari, Qiuchi Li, Benyou Wang, Jing Qin

Large language models (LLMs) and their variants have shown extraordinary efficacy across numerous downstream natural language processing (NLP) tasks, which has presented a new vision for the development of NLP.

Benchmarking Emotion Recognition

A Quantum Probability Driven Framework for Joint Multi-Modal Sarcasm, Sentiment and Emotion Analysis

no code implementations6 Jun 2023 Yaochen Liu, Yazhou Zhang, Dawei Song

In view of the recent success of quantum probability (QP) in modeling human cognition, particularly contextual incompatible decision making, we take the first step towards introducing QP into joint multi-modal sarcasm, sentiment, and emotion analysis.

Decision Making Emotion Recognition

A Survey of Quantum-Cognitively Inspired Sentiment Analysis Models

no code implementations6 Jun 2023 Yaochen Liu, Qiuchi Li, Benyou Wang, Yazhou Zhang, Dawei Song

Quantum theory, originally proposed as a physical theory to describe the motions of microscopic particles, has been applied to various non-physics domains involving human cognition and decision-making that are inherently uncertain and exhibit certain non-classical, quantum-like characteristics.

Decision Making Sentiment Analysis

A Multibias-mitigated and Sentiment Knowledge Enriched Transformer for Debiasing in Multimodal Conversational Emotion Recognition

no code implementations17 Jul 2022 Jinglin Wang, Fang Ma, Yazhou Zhang, Dawei Song

Multimodal emotion recognition in conversations (mERC) is an active research topic in natural language processing (NLP), which aims to predict human's emotional states in communications of multiple modalities, e, g., natural language and facial gestures.

Multimodal Emotion Recognition

EEG based Emotion Recognition: A Tutorial and Review

no code implementations16 Mar 2022 Xiang Li, Yazhou Zhang, Prayag Tiwari, Dawei Song, Bin Hu, Meihong Yang, Zhigang Zhao, Neeraj Kumar, Pekka Marttinen

Hence, in this paper, we review from the perspective of researchers who try to take the first step on this topic.

EEG Emotion Recognition

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