SentMask: A Sentence-Aware Mask Attention-Guided Two-Stage Text Summarization Component

<div>Results of SentMask model with different parameter <svg height="6.1673pt" id="M85" style="vertical-align:-0.2063904pt" version="1.1" viewbox="-0.0498162 -5.96091 5.63229 6.1673" width="5.63229pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="matrix(.013,0,0,-0.013,0,0)"><path d="M401 397C401 420 368 448 302 448C245 448 169 416 122 377C62 327 23 254 23 169C23 45 83 -12 181 -12C252 -12 323 29 374 85L358 107C305 62 257 43 210 43C147 43 110 98 110 189V214L313 208L321 256L115 250C132 342 190 405 253 405C291 405 323 389 346 360C356 348 364 348 377 357C392 367 401 384 401 397Z"></path></g></svg> on the MS2 dataset, where the <i>x</i>-axis represents different parameters <span class="nowrap"><svg height="6.1673pt" id="M86" style="vertical-align:-0.2063904pt" version="1.1" viewbox="-0.0498162 -5.96091 5.63229 6.1673" width="5.63229pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="matrix(.013,0,0,-0.013,0,0)"><path d="M401 397C401 420 368 448 302 448C245 448 169 416 122 377C62 327 23 254 23 169C23 45 83 -12 181 -12C252 -12 323 29 374 85L358 107C305 62 257 43 210 43C147 43 110 98 110 189V214L313 208L321 256L115 250C132 342 190 405 253 405C291 405 323 389 346 360C356 348 364 348 377 357C392 367 401 384 401 397Z"></path></g></svg>,</span> and the <i>y</i>-axis represents ROUGE-L scores. The red horizontal line on the figure is the line of the baseline result on different model categories. (a) SentMask-T model. (b) SentMask-C model.</div>

International Journal of Intelligent Systems

fig8

Figure 8

Figure 8: SentMask: A Sentence-Aware Mask Attention-Guided Two-Stage Text Summarization Component 