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Provable Failure of Language Models in Learning Majority Boolean Logic via Gradient Descent

Provable Failure of Language Models in Learning Majority Boolean Logic via Gradient Descent

7 April 2025
Bo Chen
Zhenmei Shi
Zhao Song
Jiahao Zhang
    NAILRMAI4CE
ArXiv (abs)PDFHTML

Papers citing "Provable Failure of Language Models in Learning Majority Boolean Logic via Gradient Descent"

5 / 5 papers shown
Title
Minimalist Softmax Attention Provably Learns Constrained Boolean Functions
Minimalist Softmax Attention Provably Learns Constrained Boolean Functions
Jerry Yao-Chieh Hu
Xiwen Zhang
Maojiang Su
Zhao Song
Han Liu
MLT
245
1
0
26 May 2025
T2VTextBench: A Human Evaluation Benchmark for Textual Control in Video Generation Models
T2VTextBench: A Human Evaluation Benchmark for Textual Control in Video Generation Models
Xuyang Guo
Jiayan Huo
Zhenmei Shi
Zhao Song
Jiahao Zhang
Jiale Zhao
VGen
507
2
0
08 May 2025
On the Computational Capability of Graph Neural Networks: A Circuit Complexity Bound Perspective
On the Computational Capability of Graph Neural Networks: A Circuit Complexity Bound Perspective
Xiaoyu Li
Yingyu Liang
Zhenmei Shi
Zhao Song
Wei Wang
Jiahao Zhang
GNN
110
15
0
11 Jan 2025
HSR-Enhanced Sparse Attention Acceleration
HSR-Enhanced Sparse Attention Acceleration
Bo Chen
Yingyu Liang
Zhizhou Sha
Zhenmei Shi
Zhao Song
280
22
0
14 Oct 2024
Binary Hypothesis Testing for Softmax Models and Leverage Score Models
Binary Hypothesis Testing for Softmax Models and Leverage Score Models
Yeqi Gao
Yuzhou Gu
Zhao Song
79
0
0
09 May 2024
1