Draft-and-Prune: Improving the Reliability of Auto-formalization for Logical Reasoning · HackerPapers discussionshttps://hackerpaper.kaipfister.de/p/2603.17233/Collected HN comments and submissions linking this paper.enMon, 02 Nov 2026 11:16:22 GMTDraft-and-Prune: Improving the Reliability of Auto-formalization for Logical Reasoning — mentioned by jaenhttps://news.ycombinator.com/item?id=47873054urn:hackerpapers:mention:2603.17233:47873054Thu, 23 Apr 2026 07:29:02 GMT<p>There are ways to partially improve or at least quantify the specification gap using LLMs, by analyzing variance in the output formal specification when given a natural language specification (by eg. generating many formal specs from an input description). See eg. &quot;Draft-and-Prune: Improving the Reliability of Auto-formalization for Logical Reasoning&quot; [1]. [1]: https://arxiv.org/abs/2603.17233</p><p><a href="https://hackerpaper.kaipfister.de/p/2603.17233/">Paper and discussion history</a>. A mention is not an endorsement.</p>cs.AI