Vojtech Cahlik
@vojtechcahlik.bsky.social
I am a freelance software & machine learning engineer and a PhD student at the Czech Technical University in Prague.
The paper, code, and data are available here:
cahlik.net/reasoning-gr...
cahlik.net/reasoning-gr...
Reasoning-Grounded Natural Language Explanations for Language Models
Research paper by Vojtech Cahlik, Rodrigo Alves, and Pavel Kordik
cahlik.net
July 14, 2025 at 10:08 AM
The paper, code, and data are available here:
cahlik.net/reasoning-gr...
cahlik.net/reasoning-gr...
Our PoC experiments show that this approach leads to logical alignment between answers and explanations, while improving their overall quality.
July 14, 2025 at 10:08 AM
Our PoC experiments show that this approach leads to logical alignment between answers and explanations, while improving their overall quality.
The core idea is that answers and explanations only extract information from the output of a reasoning process, which does not need to be human-readable. To improve faithfulness, answers do not depend on explanations, and vice versa.
July 14, 2025 at 10:08 AM
The core idea is that answers and explanations only extract information from the output of a reasoning process, which does not need to be human-readable. To improve faithfulness, answers do not depend on explanations, and vice versa.