1 code implementation • 31 May 2025 • Ming Wang, Peidong Wang, Lin Wu, Xiaocui Yang, Daling Wang, Shi Feng, Yuxin Chen, Bixuan Wang, Yifei Zhang
Constrained by the cost and ethical concerns of involving real seekers in AI-driven mental health, researchers develop LLM-based conversational agents (CAs) with tailored configurations, such as profiles, symptoms, and scenarios, to simulate seekers.
1 code implementation • 27 May 2025 • Zijing Wang, Xingle Xu, Yongkang Liu, Yiqun Zhang, Peiqin Lin, Shi Feng, Xiaocui Yang, Daling Wang, Hinrich Schütze
This implies that the effective parameter space becomes rapidly saturated as the number of merged models increases.
1 code implementation • 26 May 2025 • Fanheng Kong, Jingyuan Zhang, Yahui Liu, Hongzhi Zhang, Shi Feng, Xiaocui Yang, Daling Wang, Yu Tian, Victoria W., Fuzheng Zhang, Guorui Zhou
Multimodal information retrieval (MIR) faces inherent challenges due to the heterogeneity of data sources and the complexity of cross-modal alignment.
1 code implementation • 3 Mar 2025 • Yiqun Zhang, Peng Ye, Xiaocui Yang, Shi Feng, Shufei Zhang, Lei Bai, Wanli Ouyang, Shuyue Hu
Evolution, the engine behind the survival and growth of life on Earth, operates through the population-based process of reproduction.
1 code implementation • 24 Feb 2025 • Zhenghao Liu, Haolan Wang, Xinze Li, Qiushi Xiong, Xiaocui Yang, Yu Gu, Yukun Yan, Qi Shi, Fangfang Li, Ge Yu, Maosong Sun
Tabular data contains rich structural semantics and plays a crucial role in organizing and manipulating information.
1 code implementation • 13 Feb 2025 • Dexian Cai, Xiaocui Yang, Yongkang Liu, Daling Wang, Shi Feng, Yifei Zhang, Soujanya Poria
To establish a benchmark for this novel task, we build a Pixel-level ReasonIng Segmentation Dataset Based on Multi-Turn Conversations (PRIST), comprising 24k utterances from 8. 3k multi-turn conversational scenarios with segmentation targets.
1 code implementation • 19 Dec 2024 • Yiqun Zhang, Xiaocui Yang, Xiaobai Li, Siyuan Yu, Yi Luan, Shi Feng, Daling Wang, Yifei Zhang
Left-behind children (LBCs), numbering over 66 million in China, face severe mental health challenges due to parental migration for work.
no code implementations • 19 Dec 2024 • Peidong Wang, Ming Wang, ZhiMing Ma, Xiaocui Yang, Shi Feng, Daling Wang, Yifei Zhang
Large Language Models (LLMs) have demonstrated remarkable capabilities on various tasks, while the further evolvement is limited to the lack of high-quality training data.
1 code implementation • 4 Dec 2024 • Huiying Cao, Yiqun Zhang, Shi Feng, Xiaocui Yang, Daling Wang, Yifei Zhang
We validate EKTC on the ED dataset, and the experimental results demonstrate that our framework can enhance the ability of LLMs to generate empathetic responses effectively.
no code implementations • 1 Nov 2024 • Lin Wang, Xiaocui Yang, Shi Feng, Daling Wang, Yifei Zhang
Multimodal conversation, a crucial form of human communication, carries rich emotional content, making the exploration of the causes of emotions within it a research endeavor of significant importance.
1 code implementation • 20 Sep 2024 • Ming Wang, Yuanzhong Liu, Xiaoyu Liang, YiJie Huang, Daling Wang, Xiaocui Yang, Sijia Shen, Shi Feng, XiaoMing Zhang, Chaofeng Guan, Yifei Zhang
LLMs have demonstrated commendable performance across diverse domains.
1 code implementation • 20 Aug 2024 • XiaoMing Zhang, Ming Wang, Xiaocui Yang, Daling Wang, Shi Feng, Yifei Zhang
Multi-hop Question Answering (QA) necessitates complex reasoning by integrating multiple pieces of information to resolve intricate questions.
1 code implementation • 8 Aug 2024 • Yiqun Zhang, Xiaocui Yang, Shi Feng, Daling Wang, Yifei Zhang, Kaisong Song
Competitive debate is a complex task of computational argumentation.
no code implementations • 30 Jul 2024 • Yiqun Zhang, Xiaocui Yang, Xingle Xu, Zeran Gao, YiJie Huang, Shiyi Mu, Shi Feng, Daling Wang, Yifei Zhang, Kaisong Song, Ge Yu
The emergence of Large Language Models (LLMs), such as the ChatGPT series and LLaMA models, brings new opportunities and challenges, catalyzing a paradigm shift in AC.
1 code implementation • 17 Mar 2024 • Zihan Wang, Fanheng Kong, Shi Feng, Ming Wang, Xiaocui Yang, Han Zhao, Daling Wang, Yifei Zhang
For TSF tasks, these characteristics enable Mamba to comprehend hidden patterns as the Transformer and reduce computational overhead compared to the Transformer.
Ranked #60 on
Time Series Forecasting
on ETTh1 (336) Multivariate
1 code implementation • 24 Jan 2024 • Qi Sun, Kun Huang, Xiaocui Yang, Rong Tong, Kun Zhang, Soujanya Poria
In this paper, we propose a Zero-shot Document-level Relation Triplet Extraction (ZeroDocRTE) framework, which generates labeled data by retrieval and denoising knowledge from LLMs, called GenRDK.
2 code implementations • 13 Oct 2023 • Xiaocui Yang, Wenfang Wu, Shi Feng, Ming Wang, Daling Wang, Yang Li, Qi Sun, Yifei Zhang, XiaoMing Fu, Soujanya Poria
Consequently, our work complements research on the performance of MLLMs in multimodal comprehension tasks, achieving a more comprehensive and holistic evaluation of MLLMs.
1 code implementation • 18 May 2023 • Qi Sun, Kun Huang, Xiaocui Yang, Pengfei Hong, Kun Zhang, Soujanya Poria
Therefore, how to select effective pseudo labels to denoise DS data is still a challenge in document-level distant relation extraction.
1 code implementation • 12 Nov 2022 • Xiaocui Yang, Shi Feng, Daling Wang, Pengfei Hong, Soujanya Poria
To tackle this problem, we propose a novel method called Multimodal Probabilistic Fusion Prompts (MultiPoint) that leverages diverse cues from different modalities for multimodal sentiment detection in the few-shot scenario.
1 code implementation • ACL 2021 • Xiaocui Yang, Shi Feng, Yifei Zhang, Daling Wang
In this paper, we propose Multi-channel Graph Neural Networks with Sentiment-awareness (MGNNS) for image-text sentiment detection.