The Coverage Principle: A Framework for Understanding Compositional Generalization

26 May 2025

Papers citing "The Coverage Principle: A Framework for Understanding Compositional Generalization"

8 / 8 papers shown

Title
Is the Reversal Curse a Binding Problem? Uncovering Limitations of Transformers from a Basic Generalization Failure Boshi Wang Huan Sun 98 5 0 02 Apr 2025
An explainable transformer circuit for compositional generalization Cheng Tang Brenden Lake Mehrdad Jazayeri LRM 149 3 0 19 Feb 2025
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning DeepSeek-AI Daya Guo Dejian Yang Haowei Zhang Junxiao Song ... Shiyu Wang S. Yu Shunfeng Zhou Shuting Pan S.S. Li ReLM VLM OffRL AI4TS LRM 384 2,022 0 22 Jan 2025
Out-of-distribution generalization via composition: a lens through induction heads in Transformers Jiajun Song Zhuoyan Xu Yiqiao Zhong 158 10 0 31 Dec 2024
A Complexity-Based Theory of Compositionality Eric Elmoznino Thomas Jiralerspong Yoshua Bengio Guillaume Lajoie CoGe 151 10 0 18 Oct 2024
From Sparse Dependence to Sparse Attention: Unveiling How Chain-of-Thought Enhances Transformer Sample Efficiency Kaiyue Wen Huaqing Zhang Hongzhou Lin Jingzhao Zhang MoE LRM 175 7 0 07 Oct 2024
When does compositional structure yield compositional generalization? A kernel theory Samuel Lippl Kim Stachenfeld NAI CoGe 249 10 0 26 May 2024
Chain of Thoughtlessness? An Analysis of CoT in Planning Kaya Stechly Karthik Valmeekam Subbarao Kambhampati LRM LM&Ro 175 52 0 08 May 2024