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cs.CL2026

MoCA: Implicit Social Context Analysis

Wenhao Xu, Kaiwen Zhang, Hao Li +10

Human social communication, such as affection and intent, is often conveyed in highly implicit ways, where underlying meanings are expressed through indirect, socially and cultural…

cs.CL2026

EmpaAva: An Open-source Agentic 3D-Avatar Empathetic Live Chatbot

Jie Yang, Wenhao Xu, Shuhui Lin +1

This paper presents EmpaAva, to our knowledge the first open-source, agentic 3D-avatar empathetic chatbot, which carries empathetic response generation (ERG) from text-only exchang…

cs.CL2026

LogicReward: Incentivizing LLM Reasoning via Step-Wise Logical Supervision

Jundong Xu, Hao Fei, Huichi Zhou +6

Although LLMs exhibit strong reasoning capabilities, existing training methods largely depend on outcome-based feedback, which can produce correct answers with flawed reasoning. Pr…

cs.CL2025

Aristotle: Mastering Logical Reasoning with A Logic-Complete Decompose-Search-Resolve Framework

Jundong Xu, Hao Fei, Meng Luo +6

In the context of large language models (LLMs), current advanced reasoning methods have made impressive strides in various reasoning tasks. However, when it comes to logical reason…

cs.CL2024

PanoSent: A Panoptic Sextuple Extraction Benchmark for Multimodal Conversational Aspect-based Sentiment Analysis

Meng Luo, Hao Fei, Bobo Li +6

While existing Aspect-based Sentiment Analysis (ABSA) has received extensive effort and advancement, there are still gaps in defining a more holistic research target seamlessly int…

cs.CL2024

Faithful Logical Reasoning via Symbolic Chain-of-Thought

Jundong Xu, Hao Fei, Liangming Pan +3

While the recent Chain-of-Thought (CoT) technique enhances the reasoning ability of large language models (LLMs) with the theory of mind, it might still struggle in handling logica…