---
title: "Nathan Lile — papers of 2025 — 3 papers, the most cited first"
description: "Nathan Lile — papers of 2025: 3 papers on Elamur Research, the most cited first — what each work is about in our own words."
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# Nathan Lile — papers of 2025 — 3 papers, the most cited first

3 papers · [all years of Nathan Lile](https://md.research.elamur.ai/free/en/authors/nathan-lile/#years)

- [Cognitive Behaviors that Enable Self-Improving Reasoners, or, Four Habits of Highly Effective STaRs arXiv:2503.01307](https://md.research.elamur.ai/free/en/papers/gandhi-2025-cognitive-behaviors-that-enable-self/) — Kanishk Gandhi, Ayush Chakravarthy, Anikait Singh, et al. · 2025 · 123 citations
- [Towards System 2 Reasoning in LLMs: Learning How to Think With Meta Chain-of-Thought arXiv:2501.04682](https://md.research.elamur.ai/free/en/papers/xiang-2025-towards-system-2-reasoning-llms/) — Violet Xiang, Charlie Snell, Kanishk Gandhi, et al. · 2025 · 47 citations
- [Big-Math: A Large-Scale, High-Quality Math Dataset for Reinforcement Learning in Language Models arXiv:2502.17387](https://md.research.elamur.ai/free/en/papers/albalak-2025-big-math-large-scale-high/) — Alon Albalak, Duy Phung, Nathan Lile, et al. · 2025 · 43 citations