Author

Prashanth Gurunath Shivakumar

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Preprint Aug 2026

SpeechGym: An Audio-Native Gym for Training Voice Agents via Reinforcement Learning

SpeechGym is presented, an audio-native agentic environment in which two omni-modal models converse in native audio, with no external ASR or TTS and no API boundary, over the unmodified tasks, tools and success check of an established text agentic benchmark, so that the interaction modality is the only variable and the...

Jia-Jun Fan, Jing-Yuan Li, Prashanth Gurunath Shivakumar et al. · 1 citation · ⚡1

Preprint Aug 2026

Can We Read the Mind of an Audio LLM? A Verbalizable, Multilingual Middle-Layer Workspace

Reading a base Qwen3-Omni with a logit lens at the audio-token positions, it is found that the answer to a spoken question becomes legible - in words - in the model's middle layers, before it emits any token.

Jia-Jun Fan, Jing-Yuan Li, Prashanth Gurunath Shivakumar et al. · 0 citations