NCP-Bench - Trajectory Progress: leaderboard
Metric: Trajectory progress (%; share of the reference trajectory reached at termination, averaged over the environments; 100 movie-synopsis narrative environments, each with an initial fact ledger, reference trajectory and commitment set; the evaluated model narrates against an adversarial Gemini-2.5-Flash player, and Gemini-2.5-Flash auditors check every narrator response and end the episode at the first confirmed fact, commitment or player-input conflict, at 100 turns, or when every achievement commitment is met; temperature 0.6, top-p 0.95). Source: arxiv.org. Saturation forecast: Around 2032. 6 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | DeepSeek V3.2 | 15.4 |
| 2 | Qwen 3 235B A22B | 13.16 |
| 3 | Grok 4.1 Fast | 12.07 |
| 4 | GPT-4o Mini | 10.57 |
| 5 | Kimi K2.5 | 10.26 |
| 6 | GPT-5.2 | 9.94 |
Interactive version: theaggregate.ai/benchmark?slug=ncp-bench-trajectory-progress · How It Works · Data refreshed daily, snapshot 2026-09-29.