NextAct - K1 Native L4: leaderboard

NextAct/NextMe-800: 1,500 shared forecast points (1,000 NextMe-800 and 500 EgoLife), 50-event history, best of three candidate futures. Five levels of future-action abstraction. Chance-normalized semantic soft edit distance with Qwen3-Embedding-8B, not accuracy; negative values are possible. Paper Table 3 binds the displayed Gemini row to the Preview endpoint. Original model generation; effort unspecified. Metric: Chance-normalized semantic score.

Metric: Chance-normalized semantic score. Source: kkkkawayi.github.io. Saturation forecast: Around November 2027. 4 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3.1 Pro (Preview)0.36#61
2GPT-5.6 Sol0.36#19
3DeepSeek V4 Flash0.36#145
4Claude Opus 4.60.35#65

No result here: #5 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=nextact-k1-native-l4 · How It Works · Data refreshed daily, snapshot 2026-10-26.