3 papers
cs.MM2026
Integrating Fine-Grained Audio-Visual Evidence for Robust Multimodal Emotion Reasoning
Zhixian Zhao, Wenjie Tian, Lei Xie
Multimodal emotion analysis is shifting from static classification to generative reasoning. Beyond simple label prediction, robust affective reasoning must synthesize fine-grained…
cs.SD2025
Selective Invocation for Multilingual ASR: A Cost-effective Approach Adapting to Speech Recognition Difficulty
Hongfei Xue, Yufeng Tang, Jun Zhang +2
Although multilingual automatic speech recognition (ASR) systems have significantly advanced, enabling a single model to handle multiple languages, inherent linguistic differences…
cs.SD2025
Enhancing Non-Core Language Instruction-Following in Speech LLMs via Semi-Implicit Cross-Lingual CoT Reasoning
Hongfei Xue, Yufeng Tang, Hexin Liu +3
Large language models have been extended to the speech domain, leading to the development of speech large language models (SLLMs). While existing SLLMs demonstrate strong performan…