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
H2 + O2 → H2O2 ❌
Some LLMs suggest this produces hydrogen peroxide instead of water.