🏢 Qing Yuan Research Institute, SEIEE, Shanghai Jiao Tong University
Diff-eRank: A Novel Rank-Based Metric for Evaluating Large Language Models
·2220 words·11 mins·
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Natural Language Processing
Large Language Models
🏢 Qing Yuan Research Institute, SEIEE, Shanghai Jiao Tong University
Diff-eRank: A novel rank-based metric assessing LLMs’ efficiency in eliminating redundant information during training, showing improved correlation with model size and performance.
Amortized Fourier Neural Operators
·2070 words·10 mins·
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Machine Learning
Deep Learning
🏢 Qing Yuan Research Institute, SEIEE, Shanghai Jiao Tong University
Amortized Fourier Neural Operators (AM-FNOs) dramatically improve efficiency in solving PDEs by using neural networks for kernel parameterization, achieving up to 31% better accuracy compared to exist…