notesum.ai
Published at December 3TSCheater: Generating High-Quality Tibetan Adversarial Texts via Visual Similarity
cs.CL
cs.CR
Released Date: December 3, 2024
Authors: Xi Cao1, Quzong Gesang, Yuan Sun, Nuo Qun, Tashi Nyima
Aff.: 1Institute of National Security, Minzu University of China, Beijing, China

| Metric | Method | TNCC-title | TU_SA | ||||||
|---|---|---|---|---|---|---|---|---|---|
| Tibetan-BERT | CINO-small | CINO-base | CINO-large | Tibetan-BERT | CINO-small | CINO-base | CINO-large | ||
| ADV | TSAttacker | 0.3420 | 0.3592 | 0.3646 | 0.3430 | 0.1570 | 0.2260 | 0.2240 | 0.2660 |
| TSTricker-s | 0.5124 | 0.5685 | 0.5414 | 0.5426 | 0.3080 | 0.4300 | 0.4730 | 0.5060 | |
| TSTricker-w | 0.5124 | 0.5588 | 0.5566 | 0.5286 | 0.2870 | 0.4050 | 0.4200 | 0.5100 | |
| TSCheater-s | 0.4714 | 0.5717 | 0.5620 | 0.5329 | 0.2810 | 0.3790 | 0.4390 | 0.4280 | |
| TSCheater-w | 0.5027 | 0.5696 | 0.5696 | 0.5405 | 0.2810 | 0.3770 | 0.4540 | 0.4260 | |
| LD | TSAttacker | 5.2000 | 5.6210 | 5.0638 | 5.3386 | 7.7298 | 7.4533 | 8.0769 | 7.3369 |
| TSTricker-s | 4.0671 | 5.8856 | 5.3402 | 5.6865 | 5.4887 | 6.2495 | 9.2057 | 6.8813 | |
| TSTricker-w | 10.2492 | 13.0297 | 12.9511 | 12.3374 | 16.9542 | 14.2365 | 16.5066 | 16.7699 | |
| TSCheater-s | 1.6941 | 2.5775 | 2.5713 | 2.8846 | 2.1219 | 3.5827 | 4.7923 | 3.5393 | |
| TSCheater-w | 3.1771 | 3.9363 | 4.0066 | 4.0531 | 7.4147 | 9.0522 | 10.0106 | 8.9047 | |
| CS | TSAttacker | 0.9653 | 0.9644 | 0.9678 | 0.9666 | 0.9844 | 0.9862 | 0.9841 | 0.9845 |
| TSTricker-s | 0.9602 | 0.9543 | 0.9603 | 0.9578 | 0.9750 | 0.9793 | 0.9739 | 0.9778 | |
| TSTricker-w | 0.8865 | 0.8870 | 0.8895 | 0.8925 | 0.9315 | 0.9384 | 0.9316 | 0.9371 | |
| TSCheater-s | 0.9547 | 0.9734 | 0.9737 | 0.9708 | 0.9785 | 0.9903 | 0.9865 | 0.9908 | |
| TSCheater-w | 0.9447 | 0.9433 | 0.9433 | 0.9547 | 0.9417 | 0.9507 | 0.9501 | 0.9526 | |
| VS | TSAttacker | 0.5474 | 0.5633 | 0.5642 | 0.5783 | 0.5627 | 0.5848 | 0.5856 | 0.5943 |
| TSTricker-s | 0.5669 | 0.5720 | 0.5684 | 0.5748 | 0.5765 | 0.6203 | 0.5769 | 0.6583 | |
| TSTricker-w | 0.3990 | 0.4280 | 0.4246 | 0.4401 | 0.3943 | 0.4032 | 0.3941 | 0.4097 | |
| TSCheater-s | 0.7145 | 0.8152 | 0.7967 | 0.8113 | 0.7262 | 0.8177 | 0.7758 | 0.8370 | |
| TSCheater-w | 0.5540 | 0.6234 | 0.6110 | 0.6298 | 0.4679 | 0.4880 | 0.4892 | 0.4792 | |