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Yuan Xia

3 accepted papers

2026

FormAct: Agentic Source Editing for Rich-Format Document Generation

ICML 2026poster

Rich-format documents are essential for everyday operations yet costly to author, motivating the need for automated generation to enhance productivity. To this end, we present FormAct, an agentic system that generates professional rich-format documents from scratch. FormAct operates on an HTML sourc…

Cited by 0SourceScholar
2025

Improving Retrieval Augmented Language Model with Self-Reasoning

AAAI 2025technical

The Retrieval-Augmented Language Model (RALM) has demonstrated remarkable performance on knowledge-intensive tasks by integrating external knowledge during inference, which mitigates the factual hallucinations inherited in large language models (LLMs). Despite these advancements, challenges persist…

Cited by 7SourcePDFScholar
2022

A Speaker-Aware Co-Attention Framework for Medical Dialogue Information Extraction

EMNLP 2022main

With the development of medical digitization, the extraction and structuring of Electronic Medical Records (EMRs) have become challenging but fundamental tasks. How to accurately and automatically extract structured information from medical dialogues is especially difficult because the information n…

Cited by 4SourcePDFScholar