Classify Claim

Five buckets

• simplified-correct: strips detail; underlying claim still holds. Keep.
• simplified-boundary: holds in common case, breaks in edge case. Fold break into post.
• wrong: flat factual error. Fix.
• contested: field actively debating. Hedge.
• overclaim: true narrowly, asserted broadly. Scope.

Examples

• "Softmax turns logits into a probability distribution" → simplified-correct (omits calibration caveats but the core claim holds).
• "Attention is O(n²) in memory" → simplified-boundary (true naive; FlashAttention is O(N)).
• "Softmax produces calibrated probabilities" → wrong (distribution ≠ calibrated probability).
• "LLMs exhibit emergent reasoning with scale" → contested (Schaeffer et al. 2023 actively disputes).
• "RAG beats fine-tuning for domain knowledge" → overclaim (true for tail factoid recall; false for reasoning).

Workflow