Create README_ms.md
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README_ms.md
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1 |
+
---
|
2 |
+
task_categories:
|
3 |
+
- question-answering
|
4 |
+
language:
|
5 |
+
- ms
|
6 |
+
tags:
|
7 |
+
- knowledge
|
8 |
+
pretty_name: MalayMMLU
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9 |
+
size_categories:
|
10 |
+
- 10K<n<100K
|
11 |
+
---
|
12 |
+
# MalayMMLU
|
13 |
+
|
14 |
+
Dilancarkan pada 27 September 2024
|
15 |
+
|
16 |
+
<h4 align="center">
|
17 |
+
<p>
|
18 |
+
<a href="https://huggingface.co/datasets/UMxYTLAILabs/MalayMMLU">English</a> |
|
19 |
+
<b href="https://huggingface.co/datasets/UMxYTLAILabs/MalayMMLU/blob/main/README_ms.md">Bahasa Melayu</b>
|
20 |
+
<p>
|
21 |
+
<p align="center" style="display: flex; flex-direction: row; justify-content: center; align-items: center">
|
22 |
+
π <a href="https://openreview.net/pdf?id=VAXwQqkp5e" target="_blank" style="margin-right: 15px; margin-left: 10px">Paper</a> β’
|
23 |
+
π€ <a href="https://huggingface.co/datasets/UMxYTLAILabs/MalayMMLU" target="_blank" style="margin-left: 10px">Dataset</a>
|
24 |
+
</p>
|
25 |
+
</h4>
|
26 |
+
|
27 |
+
|
28 |
+
## Pengenalan
|
29 |
+
|
30 |
+
MalayMMLU ialah tanda aras kefahaman bahasa pelbagai tugas (Massive Multitask Language Understanding (MMLU) dalam Bahasa Inggeris) pertama untuk Bahasa Melayu. Tanda aras ini merangkumi 24,213 soalan yang meliputi peringkat pendidikan rendah (Tahun 1-6) dan menengah (Tingkatan 1-5) di Malaysia, terdiri daripada 5 topik utama yang dibahagikan kepada 22 subjek.
|
31 |
+
|
32 |
+
<p align="center">
|
33 |
+
<img src="imgs/MalayMMLU.png" width="250" >
|
34 |
+
</p>
|
35 |
+
|
36 |
+
| **Topik** | **Subjek** |
|
37 |
+
|----------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
|
38 |
+
| **STEM** | Sains Komputer (Menengah), Biologi (Menengah), Kimia (Menengah), Literasi Komputer (Menengah), Matematik (Rendah, Menengah), Matematik Tambahan (Menengah), Reka Bentuk dan Teknologi (Rendah, Menengah), Sains Teras (Rendah, Menengah), Teknologi Maklumat dan Komunikasi (Rendah), Teknologi Automotif (Menengah) |
|
39 |
+
| **Bahasa** | Bahasa Melayu (Rendah, Menengah) |
|
40 |
+
| **Sains Sosial** | Geografi (Menengah), Kajian Tempatan (Rendah), Sejarah (Rendah, Menengah) |
|
41 |
+
| **Lain-lain** | Kemahiran Hidup (Rendah, Menengah), Prinsip Perakaunan (Menengah), Ekonomi (Menengah), Perniagaan (Menengah), Pertanian (Menengah) |
|
42 |
+
| **Kemanusiaan** | Pendidikan Al Quran dan Al Sunnah (Menengah), Pendidikan Islam (Rendah, Menengah), Pengetahuan Sains Sukan (Menengah) |
|
43 |
+
|
44 |
+
## Keputusan
|
45 |
+
|
46 |
+
#### Keputusan Penilaian Zero-shot untuk MalayMMLU (Ketepatan token pertama)
|
47 |
+
|
48 |
+
<table>
|
49 |
+
<thead>
|
50 |
+
<tr>
|
51 |
+
<th rowspan="2">Organisasi</th>
|
52 |
+
<th rowspan="2">Model</th>
|
53 |
+
<th rowspan="2">Visual</th>
|
54 |
+
<th colspan="7">Ketepatan</th>
|
55 |
+
</tr>
|
56 |
+
<tr>
|
57 |
+
<th>Bahasa</th>
|
58 |
+
<th>Kemanusiaan</th>
|
59 |
+
<th>STEM</th>
|
60 |
+
<th>Sains Sosial</th>
|
61 |
+
<th>Lain-lain</th>
|
62 |
+
<th>Purata</th>
|
63 |
+
</tr>
|
64 |
+
</thead>
|
65 |
+
<tbody>
|
66 |
+
<tr>
|
67 |
+
<td></td>
|
68 |
+
<td>Rawak</td>
|
69 |
+
<td></td>
|
70 |
+
<td>38.01</td>
|
71 |
+
<td>42.09</td>
|
72 |
+
<td>36.31</td>
|
73 |
+
<td>36.01</td>
|
74 |
+
<td>38.07</td>
|
75 |
+
<td>38.02</td>
|
76 |
+
</tr>
|
77 |
+
<tr>
|
78 |
+
<td rowspan="4">OpenAI</td>
|
79 |
+
<td>GPT-4o</td>
|
80 |
+
<td style="color: green;">β</td>
|
81 |
+
<td><strong>87.12</strong></td>
|
82 |
+
<td><strong>88.12</strong></td>
|
83 |
+
<td><strong>83.83</strong></td>
|
84 |
+
<td><strong>82.58</strong></td>
|
85 |
+
<td><strong>83.09</strong></td>
|
86 |
+
<td><strong>84.98</strong></td>
|
87 |
+
</tr>
|
88 |
+
<tr>
|
89 |
+
<td>GPT-4</td>
|
90 |
+
<td style="color: green;">β</td>
|
91 |
+
<td><ins>82.90</ins></td>
|
92 |
+
<td><ins>83.91</ins></td>
|
93 |
+
<td>78.80</td>
|
94 |
+
<td><ins>77.29</ins></td>
|
95 |
+
<td><ins>77.33</ins></td>
|
96 |
+
<td><ins>80.11</ins></td>
|
97 |
+
</tr>
|
98 |
+
<tr>
|
99 |
+
<td>GPT-4o mini</td>
|
100 |
+
<td style="color: green;">β</td>
|
101 |
+
<td>82.03</td>
|
102 |
+
<td>81.50</td>
|
103 |
+
<td>78.51</td>
|
104 |
+
<td>75.67</td>
|
105 |
+
<td>76.30</td>
|
106 |
+
<td>78.78</td>
|
107 |
+
</tr>
|
108 |
+
<tr>
|
109 |
+
<td>GPT-3.5</td>
|
110 |
+
<td></td>
|
111 |
+
<td>69.62</td>
|
112 |
+
<td>71.01</td>
|
113 |
+
<td>67.17</td>
|
114 |
+
<td>66.70</td>
|
115 |
+
<td>63.73</td>
|
116 |
+
<td>67.78</td>
|
117 |
+
</tr>
|
118 |
+
<tr>
|
119 |
+
<td rowspan="7">Meta</td>
|
120 |
+
<td>LLaMA-3.1 (70B)</td>
|
121 |
+
<td></td>
|
122 |
+
<td>78.75</td>
|
123 |
+
<td>82.59</td>
|
124 |
+
<td>78.96</td>
|
125 |
+
<td>77.20</td>
|
126 |
+
<td>75.32</td>
|
127 |
+
<td>78.44</td>
|
128 |
+
</tr>
|
129 |
+
<tr>
|
130 |
+
<td>LLaMA-3.1 (8B)</td>
|
131 |
+
<td></td>
|
132 |
+
<td>65.47</td>
|
133 |
+
<td>67.17</td>
|
134 |
+
<td>64.10</td>
|
135 |
+
<td>62.59</td>
|
136 |
+
<td>62.13</td>
|
137 |
+
<td>64.24</td>
|
138 |
+
</tr>
|
139 |
+
<tr>
|
140 |
+
<td>LLaMA-3 (8B)</td>
|
141 |
+
<td></td>
|
142 |
+
<td>63.93</td>
|
143 |
+
<td>66.21</td>
|
144 |
+
<td>62.26</td>
|
145 |
+
<td>62.97</td>
|
146 |
+
<td>61.38</td>
|
147 |
+
<td>63.46</td>
|
148 |
+
</tr>
|
149 |
+
<tr>
|
150 |
+
<td>LLaMA-2 (13B)</td>
|
151 |
+
<td></td>
|
152 |
+
<td>45.58</td>
|
153 |
+
<td>50.72</td>
|
154 |
+
<td>44.13</td>
|
155 |
+
<td>44.55</td>
|
156 |
+
<td>40.87</td>
|
157 |
+
<td>45.26</td>
|
158 |
+
</tr>
|
159 |
+
<tr>
|
160 |
+
<td>LLaMA-2 (7B)</td>
|
161 |
+
<td></td>
|
162 |
+
<td>47.47</td>
|
163 |
+
<td>52.74</td>
|
164 |
+
<td>48.71</td>
|
165 |
+
<td>50.72</td>
|
166 |
+
<td>48.19</td>
|
167 |
+
<td>49.61</td>
|
168 |
+
</tr>
|
169 |
+
<tr>
|
170 |
+
<td>LLaMA-3.2 (3B)</td>
|
171 |
+
<td></td>
|
172 |
+
<td>58.52</td>
|
173 |
+
<td>60.66</td>
|
174 |
+
<td>56.65</td>
|
175 |
+
<td>54.06</td>
|
176 |
+
<td>52.75</td>
|
177 |
+
<td>56.45</td>
|
178 |
+
</tr>
|
179 |
+
<tr>
|
180 |
+
<td>LLaMA-3.2 (1B)</td>
|
181 |
+
<td></td>
|
182 |
+
<td>38.88</td>
|
183 |
+
<td>43.30</td>
|
184 |
+
<td>40.65</td>
|
185 |
+
<td>40.56</td>
|
186 |
+
<td>39.55</td>
|
187 |
+
<td>40.46</td>
|
188 |
+
</tr>
|
189 |
+
<tr>
|
190 |
+
<td rowspan="8">Qwen (Alibaba)</td>
|
191 |
+
<td>Qwen 2.5 (72B)</td>
|
192 |
+
<td></td>
|
193 |
+
<td>79.09</td>
|
194 |
+
<td>79.95</td>
|
195 |
+
<td><ins>80.88</ins></td>
|
196 |
+
<td>75.80</td>
|
197 |
+
<td>75.05</td>
|
198 |
+
<td>77.79</td>
|
199 |
+
</tr>
|
200 |
+
<tr>
|
201 |
+
<td>Qwen-2.5 (32B)</td>
|
202 |
+
<td></td>
|
203 |
+
<td>76.96</td>
|
204 |
+
<td>76.70</td>
|
205 |
+
<td>79.74</td>
|
206 |
+
<td>72.35</td>
|
207 |
+
<td>70.88</td>
|
208 |
+
<td>74.83</td>
|
209 |
+
</tr>
|
210 |
+
<tr>
|
211 |
+
<td>Qwen-2-VL (7B)</td>
|
212 |
+
<td style="color: green;">β</td>
|
213 |
+
<td>68.16</td>
|
214 |
+
<td>63.62</td>
|
215 |
+
<td>67.58</td>
|
216 |
+
<td>60.38</td>
|
217 |
+
<td>59.08</td>
|
218 |
+
<td>63.49</td>
|
219 |
+
</tr>
|
220 |
+
<tr>
|
221 |
+
<td>Qwen-2-VL (2B)</td>
|
222 |
+
<td style="color: green;">β</td>
|
223 |
+
<td>58.22</td>
|
224 |
+
<td>55.56</td>
|
225 |
+
<td>57.51</td>
|
226 |
+
<td>53.67</td>
|
227 |
+
<td>55.10</td>
|
228 |
+
<td>55.83</td>
|
229 |
+
</tr>
|
230 |
+
<tr>
|
231 |
+
<td>Qwen-1.5 (14B)</td>
|
232 |
+
<td></td>
|
233 |
+
<td>64.47</td>
|
234 |
+
<td>60.64</td>
|
235 |
+
<td>61.97</td>
|
236 |
+
<td>57.66</td>
|
237 |
+
<td>58.05</td>
|
238 |
+
<td>60.47</td>
|
239 |
+
</tr>
|
240 |
+
<tr>
|
241 |
+
<td>Qwen-1.5 (7B)</td>
|
242 |
+
<td></td>
|
243 |
+
<td>60.13</td>
|
244 |
+
<td>59.14</td>
|
245 |
+
<td>58.62</td>
|
246 |
+
<td>54.26</td>
|
247 |
+
<td>54.67</td>
|
248 |
+
<td>57.18</td>
|
249 |
+
</tr>
|
250 |
+
<tr>
|
251 |
+
<td>Qwen-1.5 (4B)</td>
|
252 |
+
<td></td>
|
253 |
+
<td>48.39</td>
|
254 |
+
<td>52.01</td>
|
255 |
+
<td>51.37</td>
|
256 |
+
<td>50.00</td>
|
257 |
+
<td>49.10</td>
|
258 |
+
<td>49.93</td>
|
259 |
+
</tr>
|
260 |
+
<tr>
|
261 |
+
<td>Qwen-1.5 (1.8B)</td>
|
262 |
+
<td></td>
|
263 |
+
<td>42.70</td>
|
264 |
+
<td>43.37</td>
|
265 |
+
<td>43.68</td>
|
266 |
+
<td>43.12</td>
|
267 |
+
<td>44.42</td>
|
268 |
+
<td>43.34</td>
|
269 |
+
</tr>
|
270 |
+
<tr>
|
271 |
+
<td rowspan="5">Zhipu</td>
|
272 |
+
<td>GLM-4-Plus</td>
|
273 |
+
<td></td>
|
274 |
+
<td>78.04</td>
|
275 |
+
<td>75.63</td>
|
276 |
+
<td>77.49</td>
|
277 |
+
<td>74.07</td>
|
278 |
+
<td>72.66</td>
|
279 |
+
<td>75.48</td>
|
280 |
+
</tr>
|
281 |
+
<tr>
|
282 |
+
<td>GLM-4-Air</td>
|
283 |
+
<td></td>
|
284 |
+
<td>67.88</td>
|
285 |
+
<td>69.56</td>
|
286 |
+
<td>70.20</td>
|
287 |
+
<td>66.06</td>
|
288 |
+
<td>66.18</td>
|
289 |
+
<td>67.60</td>
|
290 |
+
</tr>
|
291 |
+
<tr>
|
292 |
+
<td>GLM-4-Flash</td>
|
293 |
+
<td></td>
|
294 |
+
<td>63.52</td>
|
295 |
+
<td>65.69</td>
|
296 |
+
<td>66.31</td>
|
297 |
+
<td>63.21</td>
|
298 |
+
<td>63.59</td>
|
299 |
+
<td>64.12</td>
|
300 |
+
</tr>
|
301 |
+
<tr>
|
302 |
+
<td>GLM-4</td>
|
303 |
+
<td></td>
|
304 |
+
<td>63.39</td>
|
305 |
+
<td>56.72</td>
|
306 |
+
<td>54.40</td>
|
307 |
+
<td>57.24</td>
|
308 |
+
<td>55.00</td>
|
309 |
+
<td>58.07</td>
|
310 |
+
</tr>
|
311 |
+
<tr>
|
312 |
+
<td>GLM-4<sup>β β </sup> (9B)</td>
|
313 |
+
<td></td>
|
314 |
+
<td>58.51</td>
|
315 |
+
<td>60.48</td>
|
316 |
+
<td>56.32</td>
|
317 |
+
<td>55.04</td>
|
318 |
+
<td>53.97</td>
|
319 |
+
<td>56.87</td>
|
320 |
+
</tr>
|
321 |
+
<tr>
|
322 |
+
<td rowspan="3">Google</td>
|
323 |
+
<td>Gemma-2 (9B)</td>
|
324 |
+
<td></td>
|
325 |
+
<td>75.83</td>
|
326 |
+
<td>72.83</td>
|
327 |
+
<td>75.07</td>
|
328 |
+
<td>69.72</td>
|
329 |
+
<td>70.33</td>
|
330 |
+
<td>72.51</td>
|
331 |
+
</tr>
|
332 |
+
<tr>
|
333 |
+
<td>Gemma (7B)</td>
|
334 |
+
<td></td>
|
335 |
+
<td>45.53</td>
|
336 |
+
<td>50.92</td>
|
337 |
+
<td>46.13</td>
|
338 |
+
<td>47.33</td>
|
339 |
+
<td>46.27</td>
|
340 |
+
<td>47.21</td>
|
341 |
+
</tr>
|
342 |
+
<tr>
|
343 |
+
<td>Gemma (2B)</td>
|
344 |
+
<td></td>
|
345 |
+
<td>46.50</td>
|
346 |
+
<td>51.15</td>
|
347 |
+
<td>49.20</td>
|
348 |
+
<td>48.06</td>
|
349 |
+
<td>48.79</td>
|
350 |
+
<td>48.46</td>
|
351 |
+
</tr>
|
352 |
+
<tr>
|
353 |
+
<td rowspan="2">SAIL (Sea)</td>
|
354 |
+
<td>Sailor<sup>β </sup> (14B)</td>
|
355 |
+
<td></td>
|
356 |
+
<td>78.40</td>
|
357 |
+
<td>72.88</td>
|
358 |
+
<td>69.63</td>
|
359 |
+
<td>69.47</td>
|
360 |
+
<td>68.67</td>
|
361 |
+
<td>72.29</td>
|
362 |
+
</tr>
|
363 |
+
<tr>
|
364 |
+
<td>Sailor<sup>β </sup> (7B)</td>
|
365 |
+
<td></td>
|
366 |
+
<td>74.54</td>
|
367 |
+
<td>68.62</td>
|
368 |
+
<td>62.79</td>
|
369 |
+
<td>64.69</td>
|
370 |
+
<td>63.61</td>
|
371 |
+
<td>67.58</td>
|
372 |
+
</tr>
|
373 |
+
<tr>
|
374 |
+
<td>Cohere for AI</td>
|
375 |
+
<td>Command R (32B)</td>
|
376 |
+
<td></td>
|
377 |
+
<td>71.68</td>
|
378 |
+
<td>71.49</td>
|
379 |
+
<td>66.68</td>
|
380 |
+
<td>67.19</td>
|
381 |
+
<td>63.64</td>
|
382 |
+
<td>68.47</td>
|
383 |
+
</tr>
|
384 |
+
<tr>
|
385 |
+
<td>OpenGVLab</td>
|
386 |
+
<td>InternVL2 (40B)</td>
|
387 |
+
<td style="color: green;">β</td>
|
388 |
+
<td>70.36</td>
|
389 |
+
<td>68.49</td>
|
390 |
+
<td>64.88</td>
|
391 |
+
<td>65.93</td>
|
392 |
+
<td>60.54</td>
|
393 |
+
<td>66.51</td>
|
394 |
+
</tr>
|
395 |
+
<tr>
|
396 |
+
<td>Damo (Alibaba)</td>
|
397 |
+
<td>SeaLLM-v2.5<sup>β </sup> (7B)</td>
|
398 |
+
<td></td>
|
399 |
+
<td>69.75</td>
|
400 |
+
<td>67.94</td>
|
401 |
+
<td>65.29</td>
|
402 |
+
<td>62.66</td>
|
403 |
+
<td>63.61</td>
|
404 |
+
<td>65.89</td>
|
405 |
+
</tr>
|
406 |
+
<tr>
|
407 |
+
<td rowspan="4">Mistral</td>
|
408 |
+
<td>Pixtral (12B)</td>
|
409 |
+
<td style="color: green;">β</td>
|
410 |
+
<td>64.81</td>
|
411 |
+
<td>62.68</td>
|
412 |
+
<td>64.72</td>
|
413 |
+
<td>63.93</td>
|
414 |
+
<td>59.49</td>
|
415 |
+
<td>63.25</td>
|
416 |
+
</tr>
|
417 |
+
<tr>
|
418 |
+
<td>Mistral Small (22B)</td>
|
419 |
+
<td></td>
|
420 |
+
<td>65.19</td>
|
421 |
+
<td>65.03</td>
|
422 |
+
<td>63.36</td>
|
423 |
+
<td>61.58</td>
|
424 |
+
<td>59.99</td>
|
425 |
+
<td>63.05</td>
|
426 |
+
</tr>
|
427 |
+
<tr>
|
428 |
+
<td>Mistral-v0.3 (7B)</td>
|
429 |
+
<td></td>
|
430 |
+
<td>56.97</td>
|
431 |
+
<td>59.29</td>
|
432 |
+
<td>57.14</td>
|
433 |
+
<td>58.28</td>
|
434 |
+
<td>56.56</td>
|
435 |
+
<td>57.71</td>
|
436 |
+
</tr>
|
437 |
+
<tr>
|
438 |
+
<td>Mistral-v0.2 (7B)</td>
|
439 |
+
<td></td>
|
440 |
+
<td>56.23</td>
|
441 |
+
<td>59.86</td>
|
442 |
+
<td>57.10</td>
|
443 |
+
<td>56.65</td>
|
444 |
+
<td>55.22</td>
|
445 |
+
<td>56.92</td>
|
446 |
+
</tr>
|
447 |
+
<tr>
|
448 |
+
<td rowspan="2">Microsoft</td>
|
449 |
+
<td>Phi-3 (14B)</td>
|
450 |
+
<td></td>
|
451 |
+
<td>60.07</td>
|
452 |
+
<td>58.89</td>
|
453 |
+
<td>60.91</td>
|
454 |
+
<td>58.73</td>
|
455 |
+
<td>55.24</td>
|
456 |
+
<td>58.72</td>
|
457 |
+
</tr>
|
458 |
+
<tr>
|
459 |
+
<td>Phi-3 (3.8B)</td>
|
460 |
+
<td></td>
|
461 |
+
<td>52.24</td>
|
462 |
+
<td>55.52</td>
|
463 |
+
<td>54.81</td>
|
464 |
+
<td>53.70</td>
|
465 |
+
<td>51.74</td>
|
466 |
+
<td>53.43</td>
|
467 |
+
</tr>
|
468 |
+
<tr>
|
469 |
+
<td>01.AI</td>
|
470 |
+
<td>Yi-1.5 (9B)</td>
|
471 |
+
<td></td>
|
472 |
+
<td>56.20</td>
|
473 |
+
<td>53.36</td>
|
474 |
+
<td>57.47</td>
|
475 |
+
<td>50.53</td>
|
476 |
+
<td>49.75</td>
|
477 |
+
<td>53.08</td>
|
478 |
+
</tr>
|
479 |
+
<tr>
|
480 |
+
<td rowspan="2">Stability AI</td>
|
481 |
+
<td>StableLM 2 (12B)</td>
|
482 |
+
<td></td>
|
483 |
+
<td>53.40</td>
|
484 |
+
<td>54.84</td>
|
485 |
+
<td>51.45</td>
|
486 |
+
<td>51.79</td>
|
487 |
+
<td>50.16</td>
|
488 |
+
<td>52.45</td>
|
489 |
+
</tr>
|
490 |
+
<tr>
|
491 |
+
<td>StableLM 2 (1.6B)</td>
|
492 |
+
<td></td>
|
493 |
+
<td>43.92</td>
|
494 |
+
<td>51.10</td>
|
495 |
+
<td>45.27</td>
|
496 |
+
<td>46.14</td>
|
497 |
+
<td>46.75</td>
|
498 |
+
<td>46.48</td>
|
499 |
+
</tr>
|
500 |
+
<tr>
|
501 |
+
<td>Baichuan</td>
|
502 |
+
<td>Baichuan-2 (7B)</td>
|
503 |
+
<td></td>
|
504 |
+
<td>40.41</td>
|
505 |
+
<td>47.35</td>
|
506 |
+
<td>44.37</td>
|
507 |
+
<td>46.33</td>
|
508 |
+
<td>43.54</td>
|
509 |
+
<td>44.30</td>
|
510 |
+
</tr>
|
511 |
+
<tr>
|
512 |
+
<td>Mesolitica</td>
|
513 |
+
<td>MaLLaM-v2<sup>β </sup> (5B)</td>
|
514 |
+
<td></td>
|
515 |
+
<td>42.57</td>
|
516 |
+
<td>46.44</td>
|
517 |
+
<td>42.24</td>
|
518 |
+
<td>40.82</td>
|
519 |
+
<td>38.74</td>
|
520 |
+
<td>42.08</td>
|
521 |
+
</tr>
|
522 |
+
<tr>
|
523 |
+
<td>Yellow.ai</td>
|
524 |
+
<td>Komodo<sup>β </sup> (7B)</td>
|
525 |
+
<td></td>
|
526 |
+
<td>43.62</td>
|
527 |
+
<td>45.53</td>
|
528 |
+
<td>39.34</td>
|
529 |
+
<td>39.75</td>
|
530 |
+
<td>39.48</td>
|
531 |
+
<td>41.72</td>
|
532 |
+
</tr>
|
533 |
+
</tbody>
|
534 |
+
</table>
|
535 |
+
Markah tertinggi telah <strong>ditebalkan</strong> dan markah kedua tertinggi telah <ins>digariskan</ins>.
|
536 |
+
β menunjukkan LLM yang dilatih dengan dataset Asia Tenggara.
|
537 |
+
β β menunjukkan GLM-4 sumber terbuka.
|
538 |
+
|
539 |
+
|
540 |
+
## Rujukan
|
541 |
+
|
542 |
+
```bibtex
|
543 |
+
@InProceedings{MalayMMLU2024,
|
544 |
+
author = {Poh, Soon Chang and Yang, Sze Jue and Tan, Jeraelyn Ming Li and Chieng, Lawrence Leroy Tze Yao and Tan, Jia Xuan and Yu, Zhenyu and Foong, Chee Mun and Chan, Chee Seng},
|
545 |
+
title = {MalayMMLU: A Multitask Benchmark for the Low-Resource Malay Language},
|
546 |
+
booktitle = {Findings of the Association for Computational Linguistics: EMNLP 2024},
|
547 |
+
month = {November},
|
548 |
+
year = {2024},
|
549 |
+
}
|
550 |
+
```
|
551 |
+
|
552 |
+
## Maklumbalas
|
553 |
+
Cadangan dan pendapat (sama ada positif atau negatif) amat dialu-alukan. Sila hubungi dengan menghantar emel ke `cs.chan di um.edu.my`.
|