What is recorded here?
Adapted a speech-native model with synthetic spoken question/answer supervision and verifiable-reward reinforcement learning, studying reasoning-token and streaming tradeoffs.
Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.
Scientific scope
Inherits GLM4Voice, reinforcement learning with verifiable rewards and streaming reasoning. Solving spoken benchmark exercises is not a new mathematical discovery/proof or general reasoning guarantee; speech synthesis/transcription errors and benchmark scope remain.
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People and systems
Timothée Weisselberger; Edouard Graves; Alexandre Défossez
Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
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English catalogue narrative
Voice of Reason: verifiable-reward training for spoken mathematical reasoning
Adapted a speech-native model with synthetic spoken question/answer supervision and verifiable-reward reinforcement learning, studying reasoning-token and streaming tradeoffs.
Scientific scope
Inherits GLM4Voice, reinforcement learning with verifiable rewards and streaming reasoning. Solving spoken benchmark exercises is not a new mathematical discovery/proof or general reasoning guarantee; speech synthesis/transcription errors and benchmark scope remain.
Reading status
This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.
People and systems
Timothée Weisselberger; Edouard Graves; Alexandre Défossez
Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.