Across nine vision-language models, performance collapses when chemical composition is held out, but the reported magnitude and internal consistency of this collapse are not supported by the paper's own tables.
Self-consistent equations including exchange and correlation effects,
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.CV 1years
2025 1verdicts
REJECT 1roles
background 1polarities
unclear 1representative citing papers
citing papers explorer
-
Stress-Testing Multimodal Foundation Models for Crystallographic Reasoning
Across nine vision-language models, performance collapses when chemical composition is held out, but the reported magnitude and internal consistency of this collapse are not supported by the paper's own tables.