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Nikhil Abhyankar

2 accepted papers

2026

LLEMA: Accelerating Materials Design via LLM-Guided Evolutionary Search

ICLR 2026poster

Materials discovery requires navigating vast chemical and structural spaces while satisfying multiple, often conflicting, objectives. We present LLM-guided Evolution for Materials design (**LLEMA**), a unified framework that couples the scientific knowledge embedded in large language models with che…

Cited by 0SourcecodeScholar
2025

H-STAR: LLM-driven Hybrid SQL-Text Adaptive Reasoning on Tables

NAACL 2025long

Tabular reasoning involves interpreting natural language queries about tabular data, which presents a unique challenge of combining language understanding with structured data analysis. Existing methods employ either textual reasoning, which excels in semantic interpretation but struggles with mathe…