Source record

Published by arXiv cs.HC (T1 source). The original is at https://arxiv.org/abs/2610.00760.

Pipeline notes

The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.

LeanSide is a co-reasoning system that lets students write free-form natural-language proofs while a verified Lean backend checks reasoning and returns granular feedback. The paper reports a classroom deployment, analyzing which system properties helped or hindered student progress, and derives design implications for verified human-AI co-reasoning interfaces.

Useful as a concrete case study of LLM + formal-verifier co-reasoning with real classroom evidence; relevant for anyone designing or evaluating verified AI reasoning assistants.

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