3 papers
cs.SD2026
Improving Zero-Shot Phonetic Classification through Language-Agnostic Articulatory Features
Ryo Magoshi, Jaeyoung Lee, Shinsuke Sakai +1
Recent Phonetic Foundation Models (PFMs) for Speech-to-IPA transcription rely on Grapheme-to-Phoneme (G2P) labels, but the phoneme labels are not necessarily phonetically faithful.…
cs.SD2026
ERM-MinMaxGAP: Benchmarking and Mitigating Gender Bias in Multilingual Multimodal Speech-LLM Emotion Recognition
Zi Haur Pang, Xiaoxue Gao, Tatsuya Kawahara +1
Speech emotion recognition (SER) systems can exhibit gender-related performance disparities, but how such bias manifests in multilingual speech LLMs across languages and modalities…
cs.CL2026
LoASR-Bench: Evaluating Large Speech Language Models on Low-Resource Automatic Speech Recognition Across Language Families
Jianan Chen, Xiaoxue Gao, Tatsuya Kawahara +1
Large language models (LLMs) have driven substantial advances in speech language models (SpeechLMs), yielding strong performance in automatic speech recognition (ASR) under high-re…