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cs.AI2026
Towards a Mechanistic Understanding of Propositional Logical Reasoning in Large Language Models
Danchun Chen, Qiyao Yan, Liangming Pan +1
Understanding how Large Language Models (LLMs) perform logical reasoning internally remains a fundamental challenge. While prior mechanistic studies focus on identifying task speci…
cs.AI2025
Language Models That Walk the Talk: A Framework for Formal Fairness Certificates
Danqing Chen, Tobias Ladner, Ahmed Rayen Mhadhbi +1
As large language models become integral to high-stakes applications, ensuring their robustness and fairness is critical. Despite their success, large language models remain vulner…