Closed Ethan-Chen-plus closed 11 months ago
translate_arxiv.exe 2307.08621v4 -eng google The current mathtranslate is latest Start engine google language from en language to zh-CN threads auto arxiv number: 2307.08621v4 temporary directory C:\Users\25122\AppData\Local\Temp\tmphwijv6j4 trying to download from https://arxiv.org/e-print/2307.08621v4 main tex files found: .\main.tex merging .\settings.tex merging .\math_commands.tex Processing .\main It is a full latex document 3%|██▊ | 3/90 [00:05<02:55, 2.01s/it]Error found in ParapraghError found in Parapragh 3232 Content Content \begin{table*}[t] \begin{tabular}{lcccc} \toprule \bf Architectures & \bf \tabincell{c}{Training XMATHXBS Parallelization} & \bf Inference Cost & \bf \tabincell{c}{Long-Sequence XMATHXBS Memory Complexity} & \bf Performance XMATHXBS \midrule Transformer & \ding{52} & $O(N)$ & $O(N^2)$ & \ding{52}\ding{52} XMATHXBS Linear Transformer & \ding{52} & $O(1)$ & $O(N)$ & \ding{56} XMATHXBS Recurrent NN & \ding{56} & $O(1)$ & $O(N)$ & \ding{56} XMATHXBS RWKV & \ding{56} & $O(1)$ & $O(N)$ & \ding{52} XMATHXBS H3/S4 & \ding{52} & $O(1)$ & $O(N \log N)$ & \ding{52} XMATHXBS Hyena & \ding{52} & $O(N)$ & $O(N\log N)$ & \ding{52} XMATHXBS \our{} & \ding{52} & $O(1)$ & $O(N)$ & \ding{52}\ding{52} XMATHXBS \bottomrule \end{tabular} \caption{Model comparison from various perspectives. \our{} achieves training parallelization, constant inference cost, linear long-sequence memory complexity, and good performance.} \label{tbl:compare:aspects} \end{table*} \paragraph{Inference} The recurrent representation ( \Eqref{eq:ret:recurrent} ) is employed during the inference, which nicely fits autoregressive decoding. The $O(1)$ complexity reduces memory and inference latency while achieving equivalent results. 6%|████▌ | 5/90 [00:07<01:57, 1.38s/it]Error found in Parapragh 46
我这边试了一下好像没有问题?
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