"LLMs show a substantial gap between conventional scientific knowledge benchmarks and more realistic scientific-discovery tasks."
The study evaluates research-specific questions and projects across several scientific domains and documents weaknesses relative to ordinary science benchmarks. First posted in 2025 and revised in 2026, it supports the contrast between knowing scientific material and conducting research, not a literal historical-reinvention experiment.
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