Scholar
Soumadeep Saha
Google Scholar ID: RMegz-MAAAAJ
Indian Statistical Institute
Citations & Impact
Citations
53
H-index
5
i10-index
2
Publications
15
Co-authors
6
list available
Publications
Resume (English only)
Academic Achievements
- Publications: KisMATH: Do LLMs Have Knowledge of Implicit Structures in Mathematical Reasoning? (Arxiv, 2025); PhD Thesis: Domain Obedient Deep Learning (Indian Statistical Institute, Kolkata, 2025)
Research Experience
- Completed PhD at the Computer Vision and Pattern Recognition Unit, ISI Kolkata, under the supervision of Dr. Utpal Garain.
Education
- PhD, Indian Statistical Institute, Kolkata; Advisor: Dr. Utpal Garain
Background
- Research interests include inculcating key features of symbolic AI techniques—such as domain constraint awareness and logical coherence—into deep learning-based systems. Currently exploring techniques to better understand large language model (LLM) reasoning and to promote constraint adherence in LLMs, with the goal of improving their reasoning, alignment, and overall reliability.
