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cs.LG2025★ 1 cited
Step-KTO: Optimizing Mathematical Reasoning through Stepwise Binary Feedback
Yen-Ting Lin, Di Jin, Tengyu Xu +11
Large language models (LLMs) have recently demonstrated remarkable success in mathematical reasoning. Despite progress in methods like chain-of-thought prompting and self-consisten…
cs.LG2024★ 1 cited
A Survey of Data Synthesis Approaches
Hsin-Yu Chang, Pei-Yu Chen, Tun-Hsiang Chou +4
This paper provides a detailed survey of synthetic data techniques. We first discuss the expected goals of using synthetic data in data augmentation, which can be divided into four…