I'll be presenting our work "Probabilistic Soundness Guarantees in LLM Reasoning Chains" at EMNLP 2025 Today (Nov 5) Hall C 14:30-16:00 802-Main Blog: debugml.github.io/ares Paper: arxiv.org/abs/2507.12948 Code: github.com/fallcat/ares

See our posters at Actionable Interpretability workshop East Ballroom A Probabilistic Soundness Guarantees in LLM Reasoning Chains arxiv.org/abs/2507.12948 10:40-11:40am Sum-of-Parts: Self-Attributing Neural Networks with End-to-End Learning of Feature Group debugml.github.io/sum-of-parts 1-2pm