We release Recon — a new approach to reasoning synthesis for user modeling.
The key insight: post-hoc rationalization ≠ reasoning.
We propose using action reconstruction as a scoring criterion for synthesized reasoning traces, yielding more causally faithful reasoning and improved downstream action prediction across user modeling tasks.
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