3 papers
cs.CL2024
Autonomous Data Selection with Zero-shot Generative Classifiers for Mathematical Texts
Yifan Zhang, Yifan Luo, Yang Yuan +1
We present Autonomous Data Selection (AutoDS), a method that leverages base language models themselves as zero-shot "generative classifiers" to automatically curate high-quality ma…
cs.CV2023
Information Flow in Self-Supervised Learning
Zhiquan Tan, Jingqin Yang, Weiran Huang +2
In this paper, we conduct a comprehensive analysis of two dual-branch (Siamese architecture) self-supervised learning approaches, namely Barlow Twins and spectral contrastive learn…
cs.AI2023
Cumulative Reasoning with Large Language Models
Yifan Zhang, Jingqin Yang, Yang Yuan +1
Recent advancements in large language models (LLMs) have shown remarkable progress, yet their ability to solve complex problems remains limited. In this work, we introduce Cumulati…