2 papers
cs.AI2026
NeuroProlog: Multi-Task Fine-Tuning for Neurosymbolic Mathematical Reasoning via the Cocktail Effect
Pratibha Zunjare, Michael Hsiao
Large Language Models (LLMs) achieve strong performance on natural language tasks but remain unreliable in mathematical reasoning, frequently generating fluent yet logically incons…
cs.CL2025
A Hybrid Multi-Agent Prompting Approach for Simplifying Complex Sentences
Pratibha Zunjare, Michael Hsiao
This paper addresses the challenge of transforming complex sentences into sequences of logical, simplified sentences while preserving semantic and logical integrity with the help o…