3 papers
cs.AI2025
LUMIR: an LLM-Driven Unified Agent Framework for Multi-task Infrared Spectroscopy Reasoning
Zujie Xie, Zixuan Chen, Jiheng Liang +2
Infrared spectroscopy enables rapid, non destructive analysis of chemical and material properties, yet high dimensional signals and overlapping bands hinder conventional chemometri…
cs.LG2025
Towards a Unified Textual Graph Framework for Spectral Reasoning via Physical and Chemical Information Fusion
Jiheng Liang, Ziru Yu, Zujie Xie +3
Motivated by the limitations of current spectral analysis methods-such as reliance on single-modality data, limited generalizability, and poor interpretability-we propose a novel m…
cs.IR2025
Enhancing Spectral Knowledge Interrogation: A Reliable Retrieval-Augmented Generative Framework on Large Language Models
Jiheng Liang, Zujie Xie, Ziru Yu +1
Large Language Model (LLM) has demonstrated significant success in a range of natural language processing (NLP) tasks within general domain. The emergence of LLM has introduced inn…