Datasets:
Tasks:
Text Classification
Formats:
json
Sub-tasks:
natural-language-inference
Languages:
English
Size:
1K - 10K
ArXiv:
License:
| \documentclass[varwidth=598pt]{standalone} | |
| \usepackage{booktabs} % professional-quality tables | |
| \usepackage{multirow} % multi-row cells in tables | |
| \usepackage{colortbl} % color for tables (\cellcolor, \rowcolor) | |
| \usepackage[table]{xcolor} % enhanced colors for tables | |
| \usepackage{array} % more flexible column formats (often used) | |
| \usepackage{tabularx} % for tables with auto-stretch columns (if used) | |
| \usepackage{graphicx} % for images in tables or figure/table floats | |
| \usepackage{amssymb} % math symbols | |
| \usepackage{amsmath} % math environments | |
| \usepackage{soul} % highlighting (used for colored text/cells) | |
| \usepackage[normalem]{ulem} % underlining, strikethroughs | |
| \usepackage[T1]{fontenc} % font encoding | |
| \usepackage[utf8]{inputenc}% input encoding (legacy, fine for pdflatex) | |
| \usepackage{microtype} % better text appearance | |
| \usepackage{hyperref} % hyperlinks | |
| \usepackage{textcomp} % for extra symbols | |
| \usepackage{enumitem} % for compact lists (if used in table notes) | |
| \usepackage{adjustbox} | |
| \usepackage{tabu} | |
| \usepackage{pifont} % http://ctan.org/pkg/pifont | |
| \usepackage{bbding} % \XSolidBrush | |
| \usepackage{makecell} | |
| \begingroup | |
| \makeatletter | |
| \renewcommand{\fnum@table}{}% | |
| \long\def\@makecaption#1#2{% | |
| \vskip\abovecaptionskip | |
| \centering #2\par | |
| \vskip\belowcaptionskip | |
| } | |
| \makeatother | |
| \begin{document} | |
| \begin{table} | |
| \centering | |
| \begin{adjustbox}{max width=\textwidth} | |
| \begin{tabular}{c|cccc} | |
| \toprule | |
| \textbf{Method} & \textbf{GSM8K} & \textbf{StrategyQA} & \textbf{MBPP} & \textbf{HumanEval} \\ | |
| \midrule | |
| Greedy & 61.79 & 72.83 & 46.20 & 33.54 \\ | |
| \midrule | |
| \multicolumn{5}{c}{\it{Routing-based}} \\ | |
| \midrule | |
| Dynamic Routing & 61.11 & 74.41 | |
| & 47.80 & 38.41\\ | |
| Ensemble Routing & 63.84 & 74.37 & 46.20 & 37.20\\ | |
| \midrule | |
| \multicolumn{5}{c}{\it{Search-based}} \\ | |
| \midrule | |
| Contrastive Search & 60.96 & 74.85 & 46.20 & 36.59 \\ | |
| DoLa & 49.96 & 71.04 & 33.00 & 12.80 \\ | |
| Contrastive Decoding & 62.24 & 74.45 & 45.20 & 35.98 \\ | |
| \midrule | |
| \methodname{} & \textbf{66.94} & \textbf{76.29} & \textbf{48.80} & \textbf{41.46} \\ | |
| \bottomrule | |
| \end{tabular} | |
| \end{adjustbox} | |
| \caption{Table 4: Experimental results on GSM8K, StrategyQA, MBPP and HumanEval with Mixtral 8x7B. We report the best results for each method here. The performance of each method with different hyperparameters can be found in the Appendix Table~tab:a:mixtral.} | |
| \end{table} | |
| \end{document} |