fedi-index：程式設計
哪些模型寫程式最強：Arena 程式設計與網頁開發投票，加上獨立的 SWE-bench 測試結果。
| # | 等級 | 模型 | fedi-index | 百分位 | 人類偏好 | 解題能力 | 性價比 | 來源 | 分數拆解 |
|---|---|---|---|---|---|---|---|---|---|
| 8 | A | 1,462 ±2 | 98 | 1,472 | — | — | A | › | |
| 9 | A | 1,461 ±6 | 97 | 1,472 | — | +93◆ | A | › | |
| 11 | A | 1,460 ±2 | 96 | 1,471 | — | — | A | › | |
| 12 | A | 1,460 ±3 | 96 | 1,470 | — | +44 | A | › | |
| 17 | A | 1,452 ±3 | 94 | 1,463 | — | +105◆ | A | › | |
| 18 | A | 1,452 ±5 | 94 | 1,463 | — | +92◆ | A | › | |
| 19 | A | 1,450 ±4 | 94 | 1,460 | — | +60 | A | › | |
| 21 | A | 1,449 ±12 | 93 | 1,461 | — | +98◆ | A | › | |
| 23 | A | 1,448 ±3 | 92 | 1,452 | 1,424 | +45 | AE | › | |
| 27 | A | 1,441 ±4 | 91 | 1,451 | — | +46 | A | › | |
| 30 | A | 1,439 ±5 | 90 | 1,443 | 1,420 | +33 | AE | › | |
| 36 | A | 1,436 ±4 | 87 | 1,441 | 1,415 | +44 | AE | › | |
| 43 | A | 1,434 ±3 | 85 | 1,440 | 1,404 | +36 | AE | › | |
| 45 | A | 1,433 ±2 | 84 | 1,442 | — | +80 | A | › | |
| 51 | A | 1,428 ±3 | 82 | 1,438 | — | +71 | A | › | |
| 57 | B | 1,423 ±5 | 80 | 1,427 | 1,402 | +36 | AE | › | |
| 61 | B | 1,421 ±4 | 78 | 1,430 | — | +68 | A | › | |
| 63 | B | 1,421 ±2 | 78 | 1,429 | — | +50 | A | › | |
| 65 | B | 1,419 ±2 | 77 | 1,428 | — | +9 | A | › | |
| 68 | B | 1,417 ±9 | 76 | 1,426 | — | +33 | A | › | |
| 71 | B | 1,415 ±4 | 75 | 1,419 | 1,394 | +23 | AE | › | |
| 72 | B | 1,415 ±3 | 74 | 1,423 | — | +75 | A | › | |
| 75 | B | 1,409 ±3 | 73 | 1,418 | — | +26 | A | › | |
| 78 | B | 1,408 ±2 | 72 | 1,416 | — | +27 | A | › | |
| 81 | B | 1,408 ±5 | 71 | 1,416 | — | +20 | A | › | |
| 85 | B | 1,404 ±3 | 70 | 1,412 | — | +38 | A | › | |
| 86 | B | 1,403 ±2 | 69 | 1,411 | — | +32 | A | › | |
| 91 | B | 1,399 ±6 | 68 | 1,407 | — | +58 | A | › | |
| 94 | B | 1,396 ±7 | 66 | 1,404 | — | +32 | A | › | |
| 96 | B | 1,394 ±3 | 66 | 1,401 | — | +26 | A | › | |
| 97 | B | 1,394 ±6 | 65 | 1,402 | — | +54 | A | › | |
| 100 | B | 1,393 ±5 | 64 | 1,401 | — | +50 | A | › | |
| 101 | B | 1,392 ±10 | 64 | 1,401 | — | +27 | A | › | |
| 102 | B | 1,391 ±3 | 64 | 1,399 | — | +14 | A | › | |
| 104 | B | 1,391 ±7 | 63 | 1,399 | — | +18 | A | › | |
| 106 | B | 1,390 ±3 | 62 | 1,398 | — | +55◆ | A | › | |
| 108 | B | 1,388 ±4 | 61 | 1,396 | — | +18 | A | › | |
| 109 | B | 1,387 ±3 | 61 | 1,395 | — | +14 | A | › | |
| 110 | B | 1,387 ±2 | 61 | 1,394 | — | — | A | › | |
| 118 | B | 1,381 ±11 | 58 | 1,389 | — | -17 | A | › | |
| 121 | B | 1,379 ±5 | 57 | 1,387 | — | +46 | A | › | |
| 122 | B | 1,377 ±18 | 56 | 1,387 | — | +31 | A | › | |
| 123 | B | 1,376 ±7 | 56 | 1,384 | — | +25 | A | › | |
| 124 | B | 1,376 ±11 | 56 | 1,384 | — | +19 | A | › | |
| 125 | B | 1,375 ±2 | 55 | 1,384 | — | +9 | A | › | |
| 126 | B | 1,375 ±3 | 55 | 1,382 | — | — | A | › | |
| 128 | B | 1,374 ±4 | 54 | 1,383 | — | -19 | A | › | |
| 131 | B | 1,371 ±4 | 53 | 1,377 | — | -22 | A | › | |
| 136 | B | 1,367 ±4 | 51 | 1,374 | — | +11 | A | › | |
| 139 | B | 1,365 ±10 | 50 | 1,372 | — | +0 | A | › | |
| 144 | C | 1,361 ±10 | 48 | 1,368 | — | -22 | A | › | |
| 145 | C | 1,361 ±6 | 48 | 1,368 | — | -2 | A | › | |
| 147 | C | 1,357 ±6 | 47 | 1,364 | — | -32 | A | › | |
| 148 | C | 1,356 ±9 | 47 | 1,363 | — | -10 | A | › | |
| 155 | C | 1,349 ±9 | 44 | 1,355 | — | +1 | A | › | |
| 156 | C | 1,349 ±19 | 44 | 1,357 | — | -12 | A | › | |
| 158 | C | 1,348 ±6 | 43 | 1,354 | — | -2 | A | › | |
| 162 | C | 1,346 ±8 | 42 | 1,352 | — | +6 | A | › | |
| 164 | C | 1,344 ±4 | 41 | 1,350 | — | -30 | A | › | |
| 166 | C | 1,342 ±16 | 40 | 1,349 | — | -14 | A | › | |
| 175 | C | 1,333 ±8 | 37 | 1,339 | — | -14 | A | › | |
| 177 | C | 1,330 ±6 | 36 | 1,336 | — | -36 | A | › | |
| 180 | C | 1,323 ±17 | 35 | 1,329 | — | -40 | A | › | |
| 182 | C | 1,318 ±15 | 35 | 1,324 | — | -60 | A | › | |
| 183 | C | 1,316 ±8 | 34 | 1,321 | — | — | A | › | |
| 185 | C | 1,313 ±7 | 34 | 1,317 | — | -29 | A | › | |
| 186 | C | 1,308 ±9 | 33 | 1,333 | — | -28 | A | › | |
| 194 | C | 1,288 ±10 | 30 | 1,292 | — | -26 | A | › | |
| 195 | C | 1,287 ±22 | 30 | 1,293 | — | — | A | › | |
| 199 | C | 1,260 ±12 | 28 | 1,262 | — | -95 | A | › | |
| 201 | C | 1,258 ±8 | 28 | 1,260 | — | — | A | › | |
| 217 | D | 1,204 ±15 | 22 | 1,205 | — | -133 | A | › | |
| 225 | D | 1,175 ±7 | 19 | 1,174 | — | -236 | A | › |
AArena（人類投票）EEpoch AI（基準測試） ◆ 帕累托前緣：沒有模型能同時更好又更便宜
fedi-index 是固定尺度上的 Elo 等值：在同一方法論版本內，各月份可互相比較。 等級 S–D：依分項內的百分位決定，且不會高於信賴區間所允許的等級（門檻見方法論）。 「暫定」——此處只有一個來源系列測量過該模型。 方法論