nathan lile

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upvoted a collection about 2 months ago

Adaptive Length Penalty

Collection

Teaching language models to think efficiently with Adaptive Length Penalty (ALP) • 3 items • Updated Jun 24 • 1

upvoted 2 papers 2 months ago

Essential-Web v1.0: 24T tokens of organized web data

Paper • 2506.14111 • Published Jun 17 • 43

Just Enough Thinking: Efficient Reasoning with Adaptive Length Penalties Reinforcement Learning

Paper • 2506.05256 • Published Jun 5 • 2

upvoted a paper 3 months ago

TabSTAR: A Foundation Tabular Model With Semantically Target-Aware Representations

Paper • 2505.18125 • Published May 23 • 113

upvoted a collection 6 months ago

Big-Math

Collection

This collection contains assets associated with the Big-Math dataset, a high-quality collection of over 250,000 math questions with verifiable answers • 4 items • Updated Apr 16 • 6

upvoted 4 papers 6 months ago

Big-Math: A Large-Scale, High-Quality Math Dataset for Reinforcement Learning in Language Models

Paper • 2502.17387 • Published Feb 24 • 6

Cognitive Behaviors that Enable Self-Improving Reasoners, or, Four Habits of Highly Effective STaRs

Paper • 2503.01307 • Published Mar 3 • 39

Chain of Draft: Thinking Faster by Writing Less

Paper • 2502.18600 • Published Feb 25 • 50

FSPO: Few-Shot Preference Optimization of Synthetic Preference Data in LLMs Elicits Effective Personalization to Real Users

Paper • 2502.19312 • Published Feb 26 • 7

upvoted a paper 8 months ago

Towards System 2 Reasoning in LLMs: Learning How to Think With Meta Chain-of-Though

Paper • 2501.04682 • Published Jan 8 • 99

upvoted 2 papers 9 months ago

OpenCoder: The Open Cookbook for Top-Tier Code Large Language Models

Paper • 2411.04905 • Published Nov 7, 2024 • 127

Direct Preference Optimization Using Sparse Feature-Level Constraints

Paper • 2411.07618 • Published Nov 12, 2024 • 17

upvoted a paper 10 months ago

Generative Reward Models

Paper • 2410.12832 • Published Oct 2, 2024 • 7

upvoted a collection 10 months ago

PERSONA

Collection

Collection of various datasets related to the PERSONA paper. • 5 items • Updated Apr 16 • 4

upvoted a collection 11 months ago

NuminaMath

Collection

Datasets and models for training SOTA math LLMs. See our GitHub for training & inference code: https://github.com/project-numina/aimo-progress-prize • 7 items • Updated Feb 10 • 78

upvoted a paper about 1 year ago

PERSONA: A Reproducible Testbed for Pluralistic Alignment

Paper • 2407.17387 • Published Jul 24, 2024 • 20

upvoted an article over 1 year ago

view article

Article

The N Implementation Details of RLHF with PPO

By and 2 others •

Oct 24, 2023

• 67

upvoted a paper over 1 year ago

Suppressing Pink Elephants with Direct Principle Feedback

Paper • 2402.07896 • Published Feb 12, 2024 • 11