Generic LLMs Hallucinate Chemistry
Off-the-shelf AI models generate plausible-sounding chemistry that's scientifically wrong:
- • Wrong stoichiometric calculations
- • Impossible chemical reactions
- • Incorrect equation balancing
- • Missing chemistry concepts
Example: H2 + O2 → H2O2 ❌
Some LLMs suggest this reaction produces hydrogen peroxide instead of water.