Kailai Yang

Kailai Yang

PhD candidate, University of Manchester.

Publications

  • Preprints
    • Kailai Yang, Zhiwei Liu, Qianqian Xie, Jimin Huang, Tianlin Zhang, Sophia Ananiadou. "MetaAligner: Towards Generalizable Multi-Objective Alignment of Language Models". Download paper
    • Qianqian Xie et al. "The FinBen: An Holistic Financial Benchmark for Large Language Models". Download paper
    • Zhiwei Liu, Kailai Yang, Tianlin Zhang, Qianqian Xie, Sophia Ananiadou. "EmoLLMs: A Series of Emotional Large Language Models and Annotation Tools for Comprehensive Affective Analysis". Download paper
    • Yining Hua, Fenglin Liu, Kailai Yang, Zehan Li, Yi-han Sheu, Peilin Zhou, Lauren V. Moran, Sophia Ananiadou, Andrew Beam. "Large Language Models in Mental Health Care: a Scoping Review". Download paper
    • Shaoxiong Ji, Tianlin Zhang, Kailai Yang, Sophia Ananiadou, Erik Cambria. "Rethinking Large Language Models in Mental Health Applications". Download paper
    • Zhiwei Liu, Boyang Liu, Paul Thompson, Kailai Yang, Raghav Jain, Sophia Ananiadou. "ConspEmoLLM: Conspiracy Theory Detection Using an Emotion-Based Large Language Model". Download paper
    • Shaoxiong Ji, Tianlin Zhang, Kailai Yang, Sophia Ananiadou, Erik Cambria, Jörg Tiedemann. "Domain-specific Continued Pretraining of Language Models for Capturing Long Context in Mental Health". Download paper
    • Mengxi Xiao, Qianqian Xie, Ziyan Kuang, Zhicheng Liu, Kailai Yang, Min Peng, Weiguang Han, Jimin Huang. "HealMe: Harnessing Cognitive Reframing in Large Language Models for Psychotherapy". Download paper
  • Conference Papers
    • Kailai Yang, Tianlin Zhang, Ziyan Kuang, Qianqian Xie, Jimin Huang, Sophia Ananiadou. "MentaLLaMA: Interpretable Mental Health Analysis on Social Media with Large Language Models". In WWW 2024 Download paper
    • Kailai Yang, Shaoxiong Ji, Tianlin Zhang, Qianqian Xie, Ziyan Kuang, Sophia Ananiadou. "Towards Interpretable Mental Health Analysis with Large Language Models". Oral. In EMNLP 2023 Download paper
    • Kailai Yang, Tianlin Zhang, Shaoxiong Ji, Sophia Ananiadou. "A Bipartite Graph is All We Need for Enhancing Emotional Reasoning with Commonsense Knowledge". Oral. In CIKM 2023. Download paper
    • Kailai Yang*, Yunhe Xie*, Chengjie Sun, Bingquan Liu, Zhenzhou Ji. "Knowledge-Interactive Network with Sentiment Polarity Intensity-Aware Multi-Task Learning for Emotion Recognition in Conversations". In EMNLP 2021 findings. Download paper
    • Tianlin Zhang, Kailai Yang, Shaoxiong Ji, Boyang Liu, Qianqian Xie, Sophia Ananiadou. "SuicidEmoji: Derived Emoji Dataset and Tasks for Suicide-Related Social Content". In SIGIR 2024 short. Download paper
    • Tianlin Zhang, Kailai Yang, Sophia Ananiadou. "Sentiment-guided Transformer with severity-aware contrastive learning for depression detection on social media". In BioNLP@ACL 2023. Download paper
  • Journal Papers
    • Kailai Yang, Tianlin Zhang, Sophia Ananiadou. "Disentangled Variational Autoencoder for Emotion Recognition in Conversations". In IEEE Transactions on Affective Computing, 2023 (IF: 13.99) Download paper
    • Kailai Yang, Tianlin Zhang, Hassan Alhuzali, Sophia Ananiadou. "Cluster-Level Contrastive Learning for Emotion Recognition in Conversations". In IEEE Transactions on Affective Computing, 2023 (IF: 13.99) Download paper
    • Kailai Yang, Tianlin Zhang, Sophia Ananiadou. "A Mental State Knowledge-Aware and Contrastive Network for Early Stress and Depression Detection on Social Media". In Information Processing & Management, 2022 (IF: 8.6). Download paper
    • Tianlin Zhang, Kailai Yang, Shaoxiong Ji, Sophia Ananiadou. "Emotion fusion for mental illness detection from social media: A survey". In Information Fusion, 2022 (IF: 17.564). Download paper
    • Tianlin Zhang, Kailai Yang, Hassan Alhuzali, Boyang Liu, Sophia Ananiadou. "PHQ-aware depressive symptoms identification with similarity contrastive learning on social media". In Information Processing & Management, 2022 (IF: 8.6). Download paper
    • Zhiwei Liu, Tianlin Zhang, Kailai Yang, Paul Thompson, Zeping Yu, Sophia Ananiadou. "Emotion Detection for Misinformation: A Review". In Information Fusion, 2024 (IF: 17.564) Download paper
  • Thesis
    • "Introduction of Commonsense and Sentiment Lexicon Knowledge to Emotion Recognition in Conversations (In Chinese)". For BEng Computer Science in Harbin Institute of Technology. Download thesis