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|    |   accuracy |   bits |   clip | dataset   | method   | model     | params    |   peak_mem_alloc_mb |   peak_mem_reserv_mb |   perplexity |   time_ms |   wer |
|---:|-----------:|-------:|-------:|:----------|:---------|:----------|:----------|--------------------:|---------------------:|-------------:|----------:|------:|
|  0 |     0.3642 |      4 |      0 | wikitext  | ao_woq   | tinyllama | fixed     |             741.693 |              866.124 |       7.0431 |   17.2735 |     0 |
|  1 |     0.3771 |      8 |      0 | wikitext  | ao_woq   | tinyllama | fixed     |            1631.73  |             1988.1   |       6.606  |   15.4647 |     0 |
|  2 |     0      |      4 |      0 | wikitext  | comb_2   | tinyllama | nlr_t_cos |            1895.56  |             2157.97  |       1.1107 |   19.5068 |     0 |
|  3 |     0      |      5 |      0 | wikitext  | comb_2   | tinyllama | nlr_t_cos |            1895.56  |             2157.97  |       1.1107 |   19.5068 |     0 |
|  4 |     0      |      6 |      0 | wikitext  | comb_2   | tinyllama | nlr_t_cos |            1895.56  |             2157.97  |       1.1107 |   19.5068 |     0 |
|  5 |     0      |      7 |      0 | wikitext  | comb_2   | tinyllama | nlr_t_cos |            1895.56  |             2157.97  |       1.1107 |   19.5068 |     0 |
|  6 |     0      |      8 |      0 | wikitext  | comb_2   | tinyllama | nlr_t_cos |            1895.56  |             2157.97  |       1.1107 |   19.5068 |     0 |
|  7 |     0      |      4 |      0 | wikitext  | comb_6   | tinyllama | nlr_t_cos |            1895.56  |             2157.97  |       1.1093 |   25.9515 |     0 |
|  8 |     0      |      5 |      0 | wikitext  | comb_6   | tinyllama | nlr_t_cos |            1895.56  |             2157.97  |       1.1093 |   25.9515 |     0 |
|  9 |     0      |      6 |      0 | wikitext  | comb_6   | tinyllama | nlr_t_cos |            1895.56  |             2157.97  |       1.1093 |   25.9515 |     0 |
| 10 |     0      |      7 |      0 | wikitext  | comb_6   | tinyllama | nlr_t_cos |            1895.56  |             2157.97  |       1.1093 |   25.9515 |     0 |
| 11 |     0      |      8 |      0 | wikitext  | comb_6   | tinyllama | nlr_t_cos |            1895.56  |             2157.97  |       1.1093 |   25.9515 |     0 |
| 12 |     0.3767 |      8 |      0 | wikitext  | comb_15  | tinyllama | nlr_t_cos |            1896.03  |             2157.97  |       6.6488 |   15.3549 |     0 |
| 13 |     0.3749 |      6 |      0 | wikitext  | comb_15  | tinyllama | nlr_t_cos |            1896.03  |             2157.97  |       6.8206 |   15.4001 |     0 |
| 14 |     0.3737 |      7 |      0 | wikitext  | comb_15  | tinyllama | nlr_t_cos |            1896.03  |             2157.97  |       6.7513 |   15.4545 |     0 |
| 15 |     0.3492 |      5 |      0 | wikitext  | comb_15  | tinyllama | nlr_t_cos |            1896.03  |             2157.97  |       7.5944 |   15.5094 |     0 |
| 16 |     0.3253 |      4 |      0 | wikitext  | comb_15  | tinyllama | nlr_t_cos |            1896.03  |             2157.97  |       8.2924 |   80.3133 |     0 |
| 17 |     0.3676 |      5 |      0 | wikitext  | woq      | tinyllama | fixed     |            1896.11  |             2160.07  |       6.9663 |   15.7181 |     0 |
| 18 |     0.3763 |      7 |      0 | wikitext  | woq      | tinyllama | fixed     |            1896.11  |             2160.07  |       6.6633 |   16.2632 |     0 |
| 19 |     0.3786 |      6 |      0 | wikitext  | woq      | tinyllama | fixed     |            1896.11  |             2160.07  |       6.5016 |   16.3191 |     0 |
| 20 |     0.3773 |      8 |      0 | wikitext  | woq      | tinyllama | fixed     |            1896.11  |             2160.07  |       6.6048 |   16.5223 |     0 |
| 21 |     0.347  |      4 |      0 | wikitext  | woq      | tinyllama | fixed     |            1896.11  |             2160.07  |       7.6554 |   16.6313 |     0 |
| 22 |     0      |      4 |      0 | wikitext  | comb_16  | tinyllama | nlr_t_cos |            1897.39  |             2160.07  |       1.1098 |   27.2993 |     0 |
| 23 |     0      |      5 |      0 | wikitext  | comb_16  | tinyllama | nlr_t_cos |            1897.39  |             2160.07  |       1.1098 |   27.2993 |     0 |
| 24 |     0      |      6 |      0 | wikitext  | comb_16  | tinyllama | nlr_t_cos |            1897.39  |             2160.07  |       1.1098 |   27.2993 |     0 |
| 25 |     0      |      7 |      0 | wikitext  | comb_16  | tinyllama | nlr_t_cos |            1897.39  |             2160.07  |       1.1098 |   27.2993 |     0 |
| 26 |     0.2252 |      8 |      0 | wikitext  | comb_16  | tinyllama | nlr_t_cos |            1897.87  |             2160.07  |      14.0465 |   27.6178 |     0 |
| 27 |     0.3526 |      5 |      0 | wikitext  | comb_1   | tinyllama | nlr_t_cos |            1897.87  |             2160.07  |       7.4643 |   27.6184 |     0 |
| 28 |     0.3735 |      6 |      0 | wikitext  | comb_18  | tinyllama | nlr_t_cos |            1897.87  |             2160.07  |       6.7964 |   27.6345 |     0 |
| 29 |     0.3768 |      8 |      0 | wikitext  | comb_11  | tinyllama | nlr_t_cos |            1897.87  |             2160.07  |       6.6563 |   27.649  |     0 |
| 30 |     0.3237 |      4 |      0 | wikitext  | comb_1   | tinyllama | nlr_t_cos |            1897.87  |             2160.07  |       8.3196 |   27.6514 |     0 |
| 31 |     0.3746 |      7 |      0 | wikitext  | comb_18  | tinyllama | nlr_t_cos |            1897.87  |             2160.07  |       6.7204 |   27.6524 |     0 |
| 32 |     0.3762 |      8 |      0 | wikitext  | comb_18  | tinyllama | nlr_t_cos |            1897.87  |             2160.07  |       6.6303 |   27.6891 |     0 |
| 33 |     0.3276 |      4 |      0 | wikitext  | comb_17  | tinyllama | nlr_t_cos |            1897.87  |             2160.07  |       8.2299 |   27.6896 |     0 |
| 34 |     0.3765 |      8 |      0 | wikitext  | comb_1   | tinyllama | nlr_t_cos |            1897.87  |             2160.07  |       6.6613 |   27.6995 |     0 |
| 35 |     0.3484 |      5 |      0 | wikitext  | comb_18  | tinyllama | nlr_t_cos |            1897.87  |             2160.07  |       7.6474 |   27.7109 |     0 |
| 36 |     0.1063 |      4 |      0 | wikitext  | comb_11  | tinyllama | nlr_t_cos |            1897.87  |             2160.07  |      30.0706 |   27.7636 |     0 |
| 37 |     0.3747 |      6 |      0 | wikitext  | comb_17  | tinyllama | nlr_t_cos |            1897.87  |             2160.07  |       6.8136 |   27.7849 |     0 |
| 38 |     0.3753 |      6 |      0 | wikitext  | comb_11  | tinyllama | nlr_t_cos |            1897.87  |             2160.07  |       6.8065 |   27.7915 |     0 |
| 39 |     0.3208 |      4 |      0 | wikitext  | comb_18  | tinyllama | nlr_t_cos |            1897.87  |             2160.07  |       8.3868 |   27.8041 |     0 |
| 40 |     0.3751 |      6 |      0 | wikitext  | comb_1   | tinyllama | nlr_t_cos |            1897.87  |             2160.07  |       6.7923 |   27.8677 |     0 |
| 41 |     0.357  |      5 |      0 | wikitext  | comb_11  | tinyllama | nlr_t_cos |            1897.87  |             2160.07  |       7.2843 |   27.8722 |     0 |
| 42 |     0.3721 |      7 |      0 | wikitext  | comb_17  | tinyllama | nlr_t_cos |            1897.87  |             2160.07  |       6.7716 |   27.875  |     0 |
| 43 |     0.3725 |      8 |      0 | wikitext  | comb_17  | tinyllama | nlr_t_cos |            1897.87  |             2160.07  |       6.6731 |   27.9162 |     0 |
| 44 |     0.3732 |      7 |      0 | wikitext  | comb_11  | tinyllama | nlr_t_cos |            1897.87  |             2160.07  |       6.7253 |   27.9401 |     0 |
| 45 |     0.3206 |      4 |      0 | wikitext  | comb_5   | tinyllama | nlr_t_cos |            1897.87  |             2160.07  |       8.4672 |   34.8266 |     0 |
| 46 |     0.3767 |      8 |      0 | wikitext  | comb_5   | tinyllama | nlr_t_cos |            1897.87  |             2160.07  |       6.6429 |   34.8665 |     0 |
| 47 |     0.3473 |      5 |      0 | wikitext  | comb_5   | tinyllama | nlr_t_cos |            1897.87  |             2160.07  |       7.6466 |   34.8677 |     0 |
| 48 |     0.3737 |      6 |      0 | wikitext  | comb_5   | tinyllama | nlr_t_cos |            1897.87  |             2160.07  |       6.7876 |   34.8879 |     0 |
| 49 |     0.3746 |      7 |      0 | wikitext  | comb_5   | tinyllama | nlr_t_cos |            1897.87  |             2160.07  |       6.771  |   34.9836 |     0 |
| 50 |     0.3753 |      7 |      0 | wikitext  | comb_1   | tinyllama | nlr_t_cos |            1897.87  |             2160.07  |       6.7818 |   92.7924 |     0 |
| 51 |     0.3546 |      5 |      0 | wikitext  | comb_17  | tinyllama | nlr_t_cos |            1897.87  |             2160.07  |       7.3731 |  164.897  |     0 |
| 52 |     0      |      4 |      0 | wikitext  | comb_14  | tinyllama | nlr_t_cos |            1381.17  |             2487.22  |       1.122  |    0.3062 |     0 |
| 53 |     0      |      5 |      0 | wikitext  | comb_14  | tinyllama | nlr_t_cos |            1381.17  |             2487.22  |       1.122  |    0.3062 |     0 |
| 54 |     0      |      6 |      0 | wikitext  | comb_14  | tinyllama | nlr_t_cos |            1381.17  |             2487.22  |       1.122  |    0.3062 |     0 |
| 55 |     0      |      7 |      0 | wikitext  | comb_14  | tinyllama | nlr_t_cos |            1381.17  |             2487.22  |       1.122  |    0.3062 |     0 |
| 56 |     0      |      8 |      0 | wikitext  | comb_14  | tinyllama | nlr_t_cos |            1381.17  |             2487.22  |       1.122  |    0.3062 |     0 |
| 57 |     0.3781 |     32 |      0 | wikitext  | base     | tinyllama | ----      |            4470.55  |             4485.81  |       6.596  |   11.8021 |     0 |