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|    |   accuracy |   bits |   clip | dataset   | method   | model   | params    |   peak_mem_alloc_mb |   peak_mem_reserv_mb |   perplexity |   time_ms |   wer |
|---:|-----------:|-------:|-------:|:----------|:---------|:--------|:----------|--------------------:|---------------------:|-------------:|----------:|------:|
|  0 | 0.371564   |      4 |      0 | wikitext  | ao_woq   | phi     | fixed     |             1922.31 |              2797.6  |      5.99482 |   29.4775 |     0 |
|  1 | 0.380446   |      8 |      0 | wikitext  | ao_woq   | phi     | fixed     |             3885.39 |              4292.87 |      5.90714 |   29.1705 |     0 |
|  2 | 0          |      4 |      0 | wikitext  | comb_4   | phi     | nlr_t_lin |             4394.01 |              4697.62 |      1.11298 |   86.6989 |     0 |
|  3 | 0          |      5 |      0 | wikitext  | comb_4   | phi     | nlr_t_lin |             4394.01 |              4697.62 |      1.11298 |   86.6989 |     0 |
|  4 | 0          |      6 |      0 | wikitext  | comb_4   | phi     | nlr_t_lin |             4394.01 |              4697.62 |      1.11298 |   86.6989 |     0 |
|  5 | 0          |      7 |      0 | wikitext  | comb_4   | phi     | nlr_t_lin |             4394.01 |              4697.62 |      1.11298 |   86.6989 |     0 |
|  6 | 0          |      8 |      0 | wikitext  | comb_4   | phi     | nlr_t_lin |             4394.01 |              4697.62 |      1.11298 |   86.6989 |     0 |
|  7 | 0          |      4 |      0 | wikitext  | comb_7   | phi     | nlr_t_lin |             4394.01 |              4697.62 |      1.11355 |  114.071  |     0 |
|  8 | 0          |      5 |      0 | wikitext  | comb_7   | phi     | nlr_t_lin |             4394.01 |              4697.62 |      1.11355 |  114.071  |     0 |
|  9 | 0          |      6 |      0 | wikitext  | comb_7   | phi     | nlr_t_lin |             4394.01 |              4697.62 |      1.11355 |  114.071  |     0 |
| 10 | 0          |      7 |      0 | wikitext  | comb_7   | phi     | nlr_t_lin |             4394.01 |              4697.62 |      1.11355 |  114.071  |     0 |
| 11 | 0          |      8 |      0 | wikitext  | comb_7   | phi     | nlr_t_lin |             4394.01 |              4697.62 |      1.11355 |  114.071  |     0 |
| 12 | 0.361331   |      4 |      0 | wikitext  | comb_15  | phi     | nlr_t_lin |             4394.48 |              4697.62 |      5.89352 |   39.3805 |     0 |
| 13 | 0.380142   |      8 |      0 | wikitext  | comb_15  | phi     | nlr_t_lin |             4394.48 |              4697.62 |      5.90585 |   39.4236 |     0 |
| 14 | 0.378555   |      7 |      0 | wikitext  | comb_15  | phi     | nlr_t_lin |             4394.48 |              4697.62 |      5.89963 |   39.4618 |     0 |
| 15 | 0.374907   |      5 |      0 | wikitext  | comb_15  | phi     | nlr_t_lin |             4394.48 |              4697.62 |      5.83375 |   39.5243 |     0 |
| 16 | 0.376157   |      6 |      0 | wikitext  | comb_15  | phi     | nlr_t_lin |             4394.48 |              4697.62 |      5.90821 |   39.6311 |     0 |
| 17 | 0.38048    |      8 |      0 | wikitext  | woq      | phi     | fixed     |             4394.58 |              4697.62 |      5.90678 |   62.2623 |     0 |
| 18 | 0.353799   |      4 |      0 | wikitext  | woq      | phi     | fixed     |             4394.58 |              4697.62 |      6.48361 |   62.3003 |     0 |
| 19 | 0.375279   |      5 |      0 | wikitext  | woq      | phi     | fixed     |             4394.58 |              4697.62 |      5.96907 |   62.3231 |     0 |
| 20 | 0.378116   |      6 |      0 | wikitext  | woq      | phi     | fixed     |             4394.58 |              4697.62 |      5.9501  |   62.3681 |     0 |
| 21 | 0.378757   |      7 |      0 | wikitext  | woq      | phi     | fixed     |             4394.58 |              4697.62 |      5.90345 |   62.4422 |     0 |
| 22 | 0          |      4 |      0 | wikitext  | comb_1   | phi     | nlr_t_lin |             4397.37 |              4699.72 |      1.12031 |  109.211  |     0 |
| 23 | 0          |      5 |      0 | wikitext  | comb_1   | phi     | nlr_t_lin |             4397.37 |              4699.72 |      1.12031 |  109.211  |     0 |
| 24 | 0          |      6 |      0 | wikitext  | comb_1   | phi     | nlr_t_lin |             4397.37 |              4699.72 |      1.12031 |  109.211  |     0 |
| 25 | 0          |      7 |      0 | wikitext  | comb_1   | phi     | nlr_t_lin |             4397.37 |              4699.72 |      1.12031 |  109.211  |     0 |
| 26 | 0.0126984  |      8 |      0 | wikitext  | comb_1   | phi     | nlr_t_lin |             4397.37 |              4699.72 |      1.38927 |  109.529  |     0 |
| 27 | 0.00952381 |      5 |      0 | wikitext  | comb_2   | phi     | nlr_t_lin |             4397.37 |              4699.72 |      1.10413 |  165.53   |     0 |
| 28 | 0.0031746  |      7 |      0 | wikitext  | comb_6   | phi     | nlr_t_lin |             4397.37 |              4699.72 |      1.11355 |  165.645  |     0 |
| 29 | 0.0031746  |      5 |      0 | wikitext  | comb_6   | phi     | nlr_t_lin |             4397.37 |              4699.72 |      1.11355 |  165.681  |     0 |
| 30 | 0          |      4 |      0 | wikitext  | comb_2   | phi     | nlr_t_lin |             4397.37 |              4699.72 |      1.10686 |  165.709  |     0 |
| 31 | 0.0031746  |      6 |      0 | wikitext  | comb_6   | phi     | nlr_t_lin |             4397.37 |              4699.72 |      1.11355 |  165.721  |     0 |
| 32 | 0.0031746  |      8 |      0 | wikitext  | comb_6   | phi     | nlr_t_lin |             4397.37 |              4699.72 |      1.11355 |  165.74   |     0 |
| 33 | 0.0031746  |      4 |      0 | wikitext  | comb_6   | phi     | nlr_t_lin |             4397.37 |              4699.72 |      1.11355 |  165.758  |     0 |
| 34 | 0.377744   |      7 |      0 | wikitext  | comb_10  | phi     | nlr_t_lin |             4397.84 |              4699.72 |      5.88305 |  108.606  |     0 |
| 35 | 0.36285    |      4 |      0 | wikitext  | comb_18  | phi     | nlr_t_lin |             4397.84 |              4699.72 |      5.9702  |  108.679  |     0 |
| 36 | 0.378419   |      8 |      0 | wikitext  | comb_10  | phi     | nlr_t_lin |             4397.84 |              4699.72 |      5.92464 |  108.849  |     0 |
| 37 | 0.378352   |      7 |      0 | wikitext  | comb_8   | phi     | nlr_t_lin |             4397.84 |              4699.72 |      5.72387 |  108.889  |     0 |
| 38 | 0.360047   |      4 |      0 | wikitext  | comb_12  | phi     | nlr_t_lin |             4397.84 |              4699.72 |      5.92941 |  108.895  |     0 |
| 39 | 0.376562   |      6 |      0 | wikitext  | comb_12  | phi     | nlr_t_lin |             4397.84 |              4699.72 |      5.92517 |  108.899  |     0 |
| 40 | 0.373286   |      5 |      0 | wikitext  | comb_18  | phi     | nlr_t_lin |             4397.84 |              4699.72 |      5.8815  |  108.901  |     0 |
| 41 | 0.378318   |      7 |      0 | wikitext  | comb_18  | phi     | nlr_t_lin |             4397.84 |              4699.72 |      5.90683 |  108.919  |     0 |
| 42 | 0.377845   |      6 |      0 | wikitext  | comb_18  | phi     | nlr_t_lin |             4397.84 |              4699.72 |      5.92637 |  108.927  |     0 |
| 43 | 0.379804   |      8 |      0 | wikitext  | comb_18  | phi     | nlr_t_lin |             4397.84 |              4699.72 |      5.90402 |  108.943  |     0 |
| 44 | 0.378926   |      7 |      0 | wikitext  | comb_12  | phi     | nlr_t_lin |             4397.84 |              4699.72 |      5.91243 |  108.958  |     0 |
| 45 | 0.375144   |      5 |      0 | wikitext  | comb_12  | phi     | nlr_t_lin |             4397.84 |              4699.72 |      5.71038 |  108.972  |     0 |
| 46 | 0.366329   |      6 |      0 | wikitext  | comb_8   | phi     | nlr_t_lin |             4397.84 |              4699.72 |      6.05975 |  108.977  |     0 |
| 47 | 0.380682   |      8 |      0 | wikitext  | comb_12  | phi     | nlr_t_lin |             4397.84 |              4699.72 |      5.89448 |  109.015  |     0 |
| 48 | 0.377102   |      8 |      0 | wikitext  | comb_8   | phi     | nlr_t_lin |             4397.84 |              4699.72 |      5.87047 |  109.029  |     0 |
| 49 | 0.360453   |      4 |      0 | wikitext  | comb_8   | phi     | nlr_t_lin |             4397.84 |              4699.72 |      5.94376 |  109.052  |     0 |
| 50 | 0.373961   |      5 |      0 | wikitext  | comb_8   | phi     | nlr_t_lin |             4397.84 |              4699.72 |      5.75374 |  109.057  |     0 |
| 51 | 0.379669   |      8 |      0 | wikitext  | comb_3   | phi     | nlr_t_lin |             4397.84 |              4699.72 |      5.89747 |  135.495  |     0 |
| 52 | 0.377474   |      6 |      0 | wikitext  | comb_3   | phi     | nlr_t_lin |             4397.84 |              4699.72 |      5.89821 |  135.589  |     0 |
| 53 | 0.366059   |      4 |      0 | wikitext  | comb_3   | phi     | nlr_t_lin |             4397.84 |              4699.72 |      5.98942 |  135.614  |     0 |
| 54 | 0.378453   |      7 |      0 | wikitext  | comb_3   | phi     | nlr_t_lin |             4397.84 |              4699.72 |      5.90972 |  135.649  |     0 |
| 55 | 0.374536   |      5 |      0 | wikitext  | comb_3   | phi     | nlr_t_lin |             4397.84 |              4699.72 |      5.87888 |  135.77   |     0 |
| 56 | 0.35157    |      7 |      0 | wikitext  | comb_2   | phi     | nlr_t_lin |             4397.84 |              4699.72 |      6.55514 |  165.517  |     0 |
| 57 | 0.0840594  |      6 |      0 | wikitext  | comb_2   | phi     | nlr_t_lin |             4397.84 |              4699.72 |     25.4964  |  165.559  |     0 |
| 58 | 0.377508   |      8 |      0 | wikitext  | comb_5   | phi     | nlr_t_lin |             4397.84 |              4699.72 |      5.8817  |  165.563  |     0 |
| 59 | 0.363289   |      4 |      0 | wikitext  | comb_5   | phi     | nlr_t_lin |             4397.84 |              4699.72 |      5.83454 |  165.683  |     0 |
| 60 | 0.361635   |      8 |      0 | wikitext  | comb_2   | phi     | nlr_t_lin |             4397.84 |              4699.72 |      6.07102 |  165.69   |     0 |
| 61 | 0.37717    |      7 |      0 | wikitext  | comb_5   | phi     | nlr_t_lin |             4397.84 |              4699.72 |      5.73461 |  165.701  |     0 |
| 62 | 0.37234    |      5 |      0 | wikitext  | comb_5   | phi     | nlr_t_lin |             4397.84 |              4699.72 |      5.88021 |  165.72   |     0 |
| 63 | 0.377406   |      6 |      0 | wikitext  | comb_5   | phi     | nlr_t_lin |             4397.84 |              4699.72 |      5.89603 |  165.732  |     0 |
| 64 | 0          |      4 |      0 | wikitext  | comb_11  | phi     | nlr_t_lin |             3361.68 |              5358.22 |      1.11104 |    1.8521 |     0 |
| 65 | 0          |      5 |      0 | wikitext  | comb_11  | phi     | nlr_t_lin |             3361.68 |              5358.22 |      1.11104 |    1.8521 |     0 |
| 66 | 0          |      6 |      0 | wikitext  | comb_11  | phi     | nlr_t_lin |             3361.68 |              5358.22 |      1.11104 |    1.8521 |     0 |
| 67 | 0          |      7 |      0 | wikitext  | comb_11  | phi     | nlr_t_lin |             3361.68 |              5358.22 |      1.11104 |    1.8521 |     0 |
| 68 | 0          |      8 |      0 | wikitext  | comb_11  | phi     | nlr_t_lin |             3361.68 |              5358.22 |      1.11104 |    1.8521 |     0 |
| 69 | 0.380513   |     32 |      0 | wikitext  | base     | phi     | ----      |            11335.5  |             11370.8  |      5.90955 |   19.0282 |     0 |