DualEvasion - Vocal Confidence: leaderboard

DualEvasion (Findings of EMNLP 2026) labels 505 earnings-call answers from 60 calls for textual evasion and vocal confidence, annotated by finance professionals. This board scores zero-shot classification of the response audio as confident or unconfident by macro F1 in percent; higher is better.

Metric: Macro F1 (%; zero-shot classification of the response audio of 505 earnings-call answers from 60 calls in 2023-2025 as confident or unconfident, against labels from finance professionals; mean of the confident and unconfident class F1). Source: arxiv.org. Saturation forecast: Around 2030. 8 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.5 Flash57.9#452
2Gemini 3 Flash56.8#159
3Gemini 2.5 Flash Lite51.9#958
4Gemini 3.5 Flash43.8#98

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=dualevasion-vocal-confidence · How It Works · Data refreshed daily, snapshot 2026-11-12.