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Xiaochen Cai

3 accepted papers

2025

MolParser: End-to-end Visual Recognition of Molecule Structures in the Wild

ICCV 2025poster

In recent decades, chemistry publications and patents have increased rapidly. A significant portion of key information is embedded in molecular structure figures, complicating large-scale literature searches and limiting the application of large language models in fields such as biology, chemistry,…

Cited by 0SourcePDFScholar
2025

SciAssess: Benchmarking LLM Proficiency in Scientific Literature Analysis

NAACL 2025findings

Recent breakthroughs in Large Language Models (LLMs) have revolutionized scientific literature analysis. However, existing benchmarks fail to adequately evaluate the proficiency of LLMs in this domain, particularly in scenarios requiring higher-level abilities beyond mere memorization and the handli…

2025

SciLitLLM: How to Adapt LLMs for Scientific Literature Understanding

ICLR 2025poster

Scientific literature understanding is crucial for extracting targeted information and garnering insights, thereby significantly advancing scientific discovery. Despite the remarkable success of Large Language Models (LLMs), they face challenges in scientific literature understanding, primarily due…