VoiceGiraffe (Cascaded Captions) - Multi-Hop Reasoning: leaderboard
Metric: Accuracy (%) on the 500 multi-hop questions (causal alignment and event tracking across two to four distant segments) of VoiceGiraffe on 123 English and Chinese recordings of 30 minutes to 2 hours; cascaded caption aggregation: the model captions the recording in 30-second sliding windows (speech, speaker traits, sound events, music) and then answers from the concatenated captions and the question itself, without an external reasoning model; answers are matched by regular expression; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 13 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 77.4 |
| 2 | Gemini 2.5 Pro | 72.2 |
| 3 | Qwen 3.5 Omni Plus | 66.6 |
| 4 | Qwen3.5 Omni Flash | 56.8 |
| 5 | Qwen3 Omni 30B A3B Instruct | 46.4 |
| 6 | Qwen2.5-Omni-7B | 37 |
| 7 | Phi-4 Multimodal Instruct | 26.8 |
Interactive version: theaggregate.ai/benchmark?slug=voicegiraffe-cascaded-captions-multi-hop-reasoning · How It Works · Data refreshed daily, snapshot 2026-10-07.