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Continual Learning Exam (Trial 1)

Agents · 2026-10-25

120 expert-authored professional tasks across 12 occupational domains, each a five-level ladder (600 levels) whose later levels build on experience from earlier ones. The agent runs the whole benchmark as one serial stream and must pass a level to unlock the next; a DeepSeek V4 Flash evaluation agent grades each submission against human-written checklists. Trial 1: one submission per level, no feedback. The score is the share of the 600 levels cleared, in percent.

Top models (higher is better)

ModelScore
Claude Opus 542.2
GPT-5.6 Sol27.8
GPT-5.6 Terra27.8
Sonnet 527.0
Qwen3.8-Max25.7
Gemini 3.7 Flash25.3
GLM-5.322.5
DeepSeek V4 Pro 081321.8
Gemini 3.8 Flash21.2
Gemini 3.6 Flash21.0
GPT-5.6 Luna20.3
Hy320.3
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