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Nickvash Kani

2 accepted papers

2025

E-Gen: Leveraging E-Graphs to Improve Continuous Representations of Symbolic Expressions

NAACL 2025long

Vector representations have been pivotal in advancing natural language processing (NLP), with prior research focusing on embedding techniques for mathematical expressions using mathematically equivalent formulations. While effective, these approaches are constrained by the size and diversity of trai…

2025

STEM-POM: Evaluating Language Models Math-Symbol Reasoning in Document Parsing

ACL 2025finding

Advances in large language models (LLMs) have spurred research into enhancing their reasoning capabilities, particularly in math-rich STEM (Science, Technology, Engineering, and Mathematics) documents.While LLMs can generate equations or solve math-related queries, their ability to fully understand…