Marc Boubnovski Martell

STRuCT-LLM: Unifying Tabular and Graph Reasoning with Reinforcement Learning for Semantic Parsing

LangPert: LLM-Driven Contextual Synthesis for Unseen Perturbation Prediction

SynthPert: Enhancing Biological Reasoning in LLMs via Synthetic Reasoning Traces for Cellular Perturbation Prediction

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning