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20242026
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cs.CL2025

Omnilingual ASR: Open-Source Multilingual Speech Recognition for 1600+ Languages

Omnilingual ASR team, Gil Keren, Artyom Kozhevnikov +30

Automatic speech recognition (ASR) has advanced in high-resource languages, but most of the world's 7,000+ languages remain unsupported, leaving thousands of long-tail languages be…

cs.CL2025

MOMENTS: A Comprehensive Multimodal Benchmark for Theory of Mind

Emilio Villa-Cueva, S M Masrur Ahmed, Rendi Chevi +7

Understanding Theory of Mind is essential for building socially intelligent multimodal agents capable of perceiving and interpreting human behavior. We introduce MoMentS (Multimoda…

cs.CL2025

On the Role of Speech Data in Reducing Toxicity Detection Bias

Samuel J. Bell, Mariano Coria Meglioli, Megan Richards +6

Text toxicity detection systems exhibit significant biases, producing disproportionate rates of false positives on samples mentioning demographic groups. But what about toxicity de…

cs.CL2024

FuxiTranyu: A Multilingual Large Language Model Trained with Balanced Data

Haoran Sun, Renren Jin, Shaoyang Xu +10

Large language models (LLMs) have demonstrated prowess in a wide range of tasks. However, many LLMs exhibit significant performance discrepancies between high- and low-resource lan…

cs.CL2024

Towards Privacy-Aware Sign Language Translation at Scale

Phillip Rust, Bowen Shi, Skyler Wang +2

A major impediment to the advancement of sign language translation (SLT) is data scarcity. Much of the sign language data currently available on the web cannot be used for training…