Self-Information Loss Compensation Learning for Machine-Generated Text Detection

<table class="table-group" id="tab2"><tr><td><table class="table"><tr><td class="thead-hr" colspan="2"><hr/></td></tr><tr><td class="align_left" colspan="2">Sample 1</td></tr><tr><td class="align_left">Origina l</td><td class="align_center">Tannic acid protein yeast powder is recommended to be taken according to the instructions</td></tr><tr><td class="align_left">MGT</td><td class="align_center">It is recommended to take food yeast as directed</td></tr><tr><td class="align_left" colspan="2"><hr/></td></tr><tr><td class="align_left" colspan="2">Sample 2</td></tr><tr><td class="align_left">Original</td><td class="align_center">So do not be fooled by fake drugs</td></tr><tr><td class="align_left">MGT</td><td class="align_center">Fake drugs are tricked</td></tr><tr><td class="align_left" colspan="2"><hr/></td></tr><tr><td class="align_left" colspan="2">Sample3</td></tr><tr><td class="align_left">Original</td><td class="align_center">Use the medicine properly; otherwise, it will cause loose bowels again</td></tr><tr><td class="align_left">MGT</td><td class="align_center">Take the appropriate medication; otherwise, it will cause the diarrhea to harass</td></tr><tr><td class="align_left" colspan="2"><hr/></td></tr><tr><td class="align_left" colspan="2">Sample4</td></tr><tr><td class="align_left">Original</td><td class="align_center">It should never have left a hangover</td></tr><tr><td class="align_left">MGT</td><td class="align_center">You should never leave the hangover</td></tr><tr class="table-tr"><td colspan="2"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>Samples of positive and negative.</div>

Mathematical Problems in Engineering

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Table 2

Table 2: Self-Information Loss Compensation Learning for Machine-Generated Text Detection 