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Xinyue Ai

2 accepted papers

2026

Joint Distillation for Fast Likelihood Evaluation and Sampling in Flow-based Models

ICLR 2026poster

Log-likelihood evaluation enables important capabilities in generative models, including model comparison, certain fine-tuning objectives, and many downstream applications. Yet paradoxically, some of today's best generative models -- diffusion and flow-based models -- still require hundreds to thous…

Cited by 0SourceScholar
2025

How Numerical Precision Affects Arithmetical Reasoning Capabilities of LLMs

ACL 2025finding

Despite the remarkable success of transformer-based large language models (LLMs) across various domains, understanding and enhancing their mathematical capabilities remains a significant challenge. In this paper, we conduct a rigorous theoretical analysis of LLMs’ mathematical abilities, with a spec…

Cited by 0SourcePDFScholar