HumDial-EIBench - Causal Reasoning: leaderboard

Metric: Accuracy (%), mean of the Chinese and English accuracies, on Task 2 implicit causal reasoning (infer the unstated cause of the user's current emotion) four-option multiple-choice questions built from real human-recorded dialogues from the ICASSP 2026 HumDial Challenge test set, audio language models answer from the audio, with three adversarial distractors synthesized in the speaker's voice; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 8 models tracked.

Top models

#ModelScore
1Gemini 2.5 Flash79.67

Interactive version: theaggregate.ai/benchmark?slug=humdial-eibench-causal-reasoning · How It Works · Data refreshed daily, snapshot 2026-10-07.