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09:15, 1. Dez. 2025 Master Thesis Formalizing and Verifying LLM Based Abductive Reasoning for System Explanations-1.pdf (Datei) 38 KB Critical AI decision-making demands formally trustworthy explanations. Current neuro- symbolic pipelines use Multimodal Language Models (MLMs) to translate visual data into logic, but often discard valuable uncertainty by forcing binary decisions. While MLMs natu- rally express confidence through linguistic markers (e.g., ”likely”), these cues remain uncali- brated and unused in reasoning. This thesis aims to bridge this gap by extracting, calibrating, and propagating linguistic uncertainty int… 1
09:08, 1. Dez. 2025 Bachelor Thesis Towards a Minimal Abductive Reasoning Layer for SASIS.pdf (Datei) 38 KB Abductive reasoning – inferring the most plausible cause from observed effects – is a pow- erful paradigm for tasks like fault diagnosis and explanation generation. However, classical logic programming tools like Prolog are cumbersome to integrate into modern software sys- tems, and expertise in these tools is increasingly rare. This thesis explores whether a mini- mal, modular abductive reasoning layer can be designed that integrates easily with existing software engineering frameworks and met… 1