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Xialie Zhuang

2 accepted papers

2025

Mask-Enhanced Autoregressive Prediction: Pay Less Attention to Learn More

ICML 2025poster

Large Language Models (LLMs) are discovered to suffer from accurately retrieving key information. To address this, we propose Mask-Enhanced Autoregressive Prediction (MEAP), a simple yet effective training paradigm that seamlessly integrates Masked Language Modeling (MLM) into Next-Token Prediction…

2025

SQL-R1: Training Natural Language to SQL Reasoning Model By Reinforcement Learning

NeurIPS 2025poster

Natural Language to SQL (NL2SQL) enables intuitive interactions with databases by transforming natural language queries into structured SQL statements. Despite recent advancements in enhancing human-computer interaction within database applications, significant challenges persist, particularly rega…

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