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20232026
most citedCan Generic LLMs Help Analyze Child-adult Interactions Involving Children with Autism in Clinical Observation?

1 citations · 1 across the 14 of their papers we have counts for

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cs.SD2026

ChildVox: A Speech, Audio, and Large Audio-Language Model Benchmark in Understanding and Characterizing Sound across Childhood

Tiantian Feng, Anfeng Xu, Xuan Shi +10

We present ChildVox, a novel benchmark for characterizing the diverse acoustic signals through which children communicate. Specifically, ChildVox follows the full developmental tra…

cs.SD2026

VoxCare: Studying Natural Communication Behaviors of Hospital Caregivers through Wearable Sensing of Egocentric Audio

Tiantian Feng, Kleanthis Avramidis, Anfeng Xu +3

Healthcare professionals work in complex, high-stakes environments where effective communication is critical for care delivery, team coordination, and individual well-being. Howeve…

cs.SD2026

GSRM: Generative Speech Reward Model for Speech RLHF

Maohao Shen, Tejas Jayashankar, Osama Hanna +10

Recent advances in speech language models, such as GPT-4o Voice Mode and Gemini Live, have demonstrated promising speech generation capabilities. Nevertheless, the aesthetic natura…

cs.SD2026

VoxCog: Towards End-to-End Multilingual Cognitive Impairment Classification through Dialectal Knowledge

Tiantian Feng, Anfeng Xu, Jinkook Lee +1

In this work, we present a novel perspective on cognitive impairment classification from speech by integrating speech foundation models that explicitly recognize speech dialects. O…

cs.SD2025

Voxlect: A Speech Foundation Model Benchmark for Modeling Dialects and Regional Languages Around the Globe

Tiantian Feng, Kevin Huang, Anfeng Xu +6

We present Voxlect, a novel benchmark for modeling dialects and regional languages worldwide using speech foundation models. Specifically, we report comprehensive benchmark evaluat…

cs.SD2025

Vox-Profile: A Speech Foundation Model Benchmark for Characterizing Diverse Speaker and Speech Traits

Tiantian Feng, Jihwan Lee, Anfeng Xu +9

We introduce Vox-Profile, a comprehensive benchmark to characterize rich speaker and speech traits using speech foundation models. Unlike existing works that focus on a single dime…