MultivationBench - Reiss Definition: leaderboard
Metric: Exact-match accuracy (%) of multi-label motivation predictions for visually grounded character behaviors in sequential visual narratives, reasoning over the accumulated story images and text (Maslow 8-level needs and Reiss 16 basic desires, definition and practical-motivation tasks), zero-shot at temperature 0; Reiss definition task, multimodal input; higher is better. Source: arxiv.org. Saturation forecast: Around 2029. 8 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Llama 4 Maverick | 38.3 |
| 2 | Grok 4.1 Fast | 37.2 |
| 3 | Llama 4 Scout | 36.4 |
| 4 | Gemini 3 Flash | 36 |
| 5 | Phi-4 Multimodal Instruct | 28.6 |
| 6 | O4 Mini | 26.9 |
| 7 | Nemotron Nano 12B v2 VL | 3.9 |
Interactive version: theaggregate.ai/benchmark?slug=multivationbench-reiss-definition · How It Works · Data refreshed daily, snapshot 2026-09-29.