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Active Probing Benchmark (Physics)

General QA · 2026-10-12

The 120 physics puzzles of the Active Probing Benchmark, built from specialized Wikipedia concepts across that domain's sub-disciplines. Within 15 turns a model asks multiple-choice questions about a hidden target concept, and a knowledge oracle, DeepSeek V3, validates the options against the concept's reference article; a puzzle is solved when one of the model's options is the target, and the score is the percentage solved.

Top models (higher is better)

ModelScore
GPT-534.2
o329.2
Opus 426.7
Sonnet 423.3
GPT-4o (source unspecified)17.5
Gemini 2.5 Pro13.3
Grok 413.3
Qwen3 235B A22B Instruct 250711.7
gpt-oss-120b10.8
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