fedi-index：コーディング
コードを最もうまく書くモデルは？ Arenaのコーディング・Web開発投票と、独立したSWE-benchの実行結果。
| # | ティア | モデル | fedi-index | パーセンタイル | 人間の評価 | タスク解決 | コスパ | ソース | スコアの内訳 |
|---|---|---|---|---|---|---|---|---|---|
| 1 | A | 1,489 ±7 | 100.0 | 1,501 | — | +76◆ | A | › | |
| 2 | A | 1,478 ±8 | 99.6 | 1,491 | — | +50 | A | › | |
| 3 | A | 1,477 ±5 | 99 | 1,488 | — | +47 | A | › | |
| 4 | A | 1,474 ±6 | 99 | 1,486 | — | — | A | › | |
| 5 | A | 1,474 ±3 | 99 | 1,485 | — | +59 | A | › | |
| 6 | A | 1,471 ±4 | 98 | 1,485 | — | +12 | A | › | |
| 7 | A | 1,464 ±6 | 98 | 1,479 | — | +53 | A | › | |
| 10 | A | 1,461 ±4 | 97 | 1,472 | — | +74 | A | › | |
| 13 | A | 1,459 ±3 | 96 | 1,470 | — | +33 | A | › | |
| 14 | S | 1,458 ±3 | 95 | 1,465 | 1,424 | +41 | AE | › | |
| 15 | A | 1,458 ±4 | 95 | 1,468 | — | +54 | A | › | |
| 16 | A | 1,458 ±3 | 95 | 1,460 | 1,447 | +35 | AE | › | |
| 20 | A | 1,450 ±3 | 93 | 1,459 | — | +84◆ | A | › | |
| 22 | A | 1,449 ±3 | 92 | 1,459 | — | +40 | A | › | |
| 24 | A | 1,446 ±3 | 92 | 1,456 | — | +81 | A | › | |
| 25 | A | 1,444 ±4 | 91 | 1,457 | — | +22 | A | › | |
| 26 | A | 1,442 ±3 | 91 | 1,449 | 1,409 | +21 | AE | › | |
| 28 | A | 1,440 ±4 | 90 | 1,445 | 1,415 | +2 | AE | › | |
| 29 | A | 1,440 ±3 | 90 | 1,449 | — | +58 | A | › | |
| 31 | A | 1,439 ±3 | 89 | 1,441 | 1,427 | +49 | AE | › | |
| 32 | A | 1,439 ±2 | 89 | 1,448 | — | +27 | A | › | |
| 33 | A | 1,438 ±6 | 88 | 1,443 | 1,418 | +39 | AE | › | |
| 34 | A | 1,437 ±7 | 88 | 1,448 | — | +32 | A | › | |
| 35 | A | 1,436 ±3 | 88 | 1,446 | — | +68 | A | › | |
| 37 | A | 1,436 ±3 | 87 | 1,446 | — | +32 | A | › | |
| 38 | A | 1,435 ±6 | 87 | 1,444 | — | +52 | A | › | |
| 39 | A | 1,435 ±2 | 86 | 1,444 | — | +29 | A | › | |
| 40 | A | 1,434 ±4 | 86 | 1,438 | 1,416 | +39 | AE | › | |
| 41 | A | 1,434 ±6 | 86 | 1,444 | — | +62 | A | › | |
| 42 | A | 1,434 ±6 | 85 | 1,443 | — | — | A | › | |
| 44 | A | 1,433 ±3 | 84 | 1,443 | — | +32 | A | › | |
| 46 | A | 1,432 ±3 | 84 | 1,441 | — | +35 | A | › | |
| 47 | A | 1,431 ±3 | 83 | 1,440 | — | +38 | A | › | |
| 48 | A | 1,431 ±2 | 83 | 1,440 | — | — | A | › | |
| 49 | A | 1,430 ±4 | 83 | 1,414 | — | +11 | A | › | |
| 50 | A | 1,429 ±8 | 82 | 1,439 | — | — | A | › | |
| 52 | A | 1,427 ±6 | 82 | 1,429 | 1,415 | +20 | AE | › | |
| 53 | A | 1,424 ±15 | 81 | 1,436 | — | — | A | › | |
| 54 | A | 1,424 ±3 | 81 | 1,433 | — | +80 | A | › | |
| 55 | A | 1,424 ±3 | 80 | 1,436 | — | +80 | A | › | |
| 56 | A | 1,424 ±4 | 80 | 1,429 | 1,398 | +33 | AE | › | |
| 58 | B | 1,422 ±5 | 79 | 1,431 | — | +52 | A | › | |
| 59 | B | 1,422 ±4 | 79 | 1,431 | — | +31 | A | › | |
| 60 | B | 1,422 ±2 | 79 | 1,431 | — | +42 | A | › | |
| 62 | B | 1,421 ±6 | 78 | 1,430 | — | — | A | › | |
| 64 | B | 1,420 ±3 | 77 | 1,425 | 1,391 | -2 | AE | › | |
| 66 | B | 1,418 ±4 | 76 | 1,419 | 1,410 | +57 | AE | › | |
| 67 | B | 1,417 ±4 | 76 | 1,421 | 1,400 | -61 | AE | › | |
| 69 | B | 1,417 ±7 | 76 | 1,426 | — | +46 | A | › | |
| 70 | B | 1,417 ±3 | 75 | 1,426 | — | +31 | A | › | |
| 73 | B | 1,411 ±4 | 74 | 1,426 | 1,334 | +34 | AE | › | |
| 74 | B | 1,410 ±5 | 74 | 1,419 | — | +24 | A | › | |
| 76 | B | 1,409 ±4 | 73 | 1,411 | 1,402 | +12 | AE | › | |
| 77 | B | 1,408 ±7 | 73 | 1,417 | — | +2 | A | › | |
| 79 | B | 1,408 ±5 | 72 | 1,416 | — | — | A | › | |
| 80 | B | 1,408 ±5 | 72 | 1,416 | — | +14 | A | › | |
| 82 | B | 1,406 ±6 | 71 | 1,414 | — | +29 | A | › | |
| 83 | B | 1,406 ±4 | 70 | 1,406 | 1,401 | -4 | AE | › | |
| 84 | B | 1,405 ±4 | 70 | 1,411 | 1,377 | +18 | AE | › | |
| 87 | B | 1,402 ±2 | 69 | 1,410 | — | +26 | A | › | |
| 88 | B | 1,402 ±6 | 69 | 1,405 | 1,388 | -86 | AE | › | |
| 89 | B | 1,402 ±4 | 68 | 1,400 | 1,407 | +14 | AE | › | |
| 90 | B | 1,401 ±6 | 68 | 1,410 | — | +33 | A | › | |
| 92 | B | 1,399 ±3 | 67 | 1,406 | — | +54 | A | › | |
| 93 | B | 1,397 ±2 | 67 | 1,405 | — | +14 | A | › | |
| 95 | B | 1,395 ±2 | 66 | 1,402 | — | -12 | A | › | |
| 98 | B | 1,394 ±2 | 65 | 1,401 | — | -5 | A | › | |
| 99 | B | 1,393 ±4 | 65 | 1,401 | — | +47◆ | A | › | |
| 103 | B | 1,391 ±4 | 63 | 1,399 | — | +19 | A | › | |
| 105 | B | 1,390 ±6 | 62 | 1,398 | — | — | A | › | |
| 107 | B | 1,389 ±7 | 62 | 1,397 | — | -24 | A | › | |
| 111 | B | 1,385 ±2 | 60 | 1,392 | — | — | A | › | |
| 112 | B | 1,384 ±9 | 60 | 1,392 | — | +2 | A | › | |
| 113 | B | 1,384 ±6 | 60 | 1,392 | — | — | A | › | |
| 114 | B | 1,384 ±3 | 59 | 1,391 | — | — | A | › | |
| 115 | B | 1,383 ±3 | 59 | 1,390 | — | +7 | A | › | |
| 116 | B | 1,382 ±2 | 58 | 1,390 | — | +4 | A | › | |
| 117 | B | 1,382 ±7 | 58 | 1,390 | — | — | A | › | |
| 119 | B | 1,381 ±12 | 57 | 1,389 | — | +12 | A | › | |
| 120 | B | 1,380 ±3 | 57 | 1,387 | — | -12 | A | › | |
| 127 | B | 1,375 ±6 | 54 | 1,382 | — | -62 | A | › | |
| 129 | B | 1,373 ±6 | 54 | 1,375 | 1,363 | +2 | AE | › | |
| 130 | B | 1,373 ±5 | 53 | 1,377 | 1,353 | -17 | AE | › | |
| 132 | B | 1,370 ±6 | 53 | 1,376 | — | -45 | A | › | |
| 133 | B | 1,369 ±21 | 52 | 1,380 | — | — | A | › | |
| 134 | B | 1,368 ±5 | 52 | 1,374 | — | +14 | A | › | |
| 135 | B | 1,367 ±4 | 52 | 1,376 | 1,333 | +5 | AE | › | |
| 137 | B | 1,367 ±3 | 51 | 1,373 | — | +38 | A | › | |
| 138 | B | 1,366 ±4 | 50 | 1,375 | — | +25 | A | › | |
| 140 | C | 1,364 ±6 | 50 | 1,370 | — | +8 | A | › | |
| 141 | C | 1,364 ±2 | 50 | 1,370 | — | +16 | A | › | |
| 142 | C | 1,363 ±12 | 49 | — | 1,410 | — | E | › | |
| 143 | C | 1,363 ±5 | 49 | 1,369 | — | — | A | › | |
| 146 | C | 1,360 ±6 | 48 | 1,366 | — | — | A | › | |
| 149 | C | 1,356 ±16 | 47 | 1,364 | — | — | A | › | |
| 150 | C | 1,353 ±12 | 46 | 1,360 | — | — | A | › | |
| 151 | C | 1,352 ±6 | 46 | 1,358 | — | -31 | A | › | |
| 152 | C | 1,352 ±6 | 46 | 1,363 | 1,296 | -56 | AE | › | |
| 153 | C | 1,351 ±9 | 45 | 1,358 | — | -36 | A | › | |
| 154 | C | 1,351 ±16 | 45 | 1,358 | — | — | A | › | |
| 157 | C | 1,349 ±6 | 44 | 1,354 | — | — | A | › | |
| 159 | C | 1,348 ±5 | 43 | 1,353 | — | — | A | › | |
| 160 | C | 1,347 ±6 | 43 | 1,355 | — | -27 | A | › | |
| 161 | C | 1,346 ±8 | 42 | 1,353 | — | +4 | A | › | |
| 163 | C | 1,346 ±8 | 42 | 1,352 | — | -20 | A | › | |
| 165 | C | 1,342 ±6 | 41 | 1,348 | — | +16 | A | › | |
| 167 | C | 1,341 ±5 | 40 | 1,347 | — | +19 | A | › | |
| 168 | C | 1,340 ±14 | 40 | 1,347 | — | — | A | › | |
| 169 | C | 1,340 ±8 | 39 | 1,346 | — | +3 | A | › | |
| 170 | C | 1,340 ±7 | 39 | 1,345 | — | — | A | › | |
| 171 | C | 1,338 ±6 | 39 | 1,344 | — | -37 | A | › | |
| 172 | C | 1,337 ±6 | 38 | 1,343 | — | -42 | A | › | |
| 173 | C | 1,335 ±13 | 38 | 1,341 | — | -17 | A | › | |
| 174 | C | 1,334 ±12 | 38 | 1,340 | — | — | A | › | |
| 176 | C | 1,331 ±11 | 37 | 1,337 | — | — | A | › | |
| 178 | C | 1,330 ±17 | 36 | 1,336 | — | — | A | › | |
| 179 | C | 1,323 ±12 | 36 | 1,328 | — | -7 | A | › | |
| 181 | C | 1,320 ±9 | 35 | 1,325 | — | — | A | › | |
| 184 | C | 1,313 ±12 | 34 | 1,318 | — | — | A | › | |
| 187 | C | 1,296 ±14 | 33 | 1,301 | — | — | A | › | |
| 188 | C | 1,296 ±21 | 32 | 1,302 | — | — | A | › | |
| 189 | C | 1,294 ±15 | 32 | 1,298 | — | -134 | A | › | |
| 190 | C | 1,294 ±11 | 32 | 1,298 | — | — | A | › | |
| 191 | C | 1,293 ±8 | 31 | 1,297 | — | — | A | › | |
| 192 | C | 1,293 ±7 | 31 | 1,297 | — | — | A | › | |
| 193 | C | 1,289 ±13 | 31 | 1,293 | — | — | A | › | |
| 196 | C | 1,287 ±15 | 30 | 1,291 | — | — | A | › | |
| 197 | C | 1,286 ±15 | 29 | 1,290 | — | -57 | A | › | |
| 198 | C | 1,279 ±5 | 29 | 1,282 | — | — | A | › | |
| 200 | C | 1,259 ±7 | 28 | 1,261 | — | — | A | › | |
| 202 | C | 1,256 ±9 | 27 | 1,259 | — | — | A | › | |
| 203 | C | 1,252 ±6 | 27 | 1,254 | — | — | A | › | |
| 204 | C | 1,247 ±7 | 27 | 1,249 | — | — | A | › | |
| 205 | C | 1,244 ±9 | 26 | 1,245 | — | — | A | › | |
| 206 | C | 1,240 ±14 | 26 | 1,242 | — | — | A | › | |
| 207 | C | 1,234 ±8 | 26 | 1,235 | — | — | A | › | |
| 208 | C | 1,230 ±18 | 25 | 1,232 | — | — | A | › | |
| 209 | D | 1,227 ±19 | 25 | 1,228 | — | — | A | › | |
| 210 | D | 1,225 ±11 | 24 | 1,226 | — | — | A | › | |
| 211 | D | 1,225 ±11 | 24 | 1,226 | — | -178 | A | › | |
| 212 | D | 1,221 ±16 | 24 | 1,222 | — | — | A | › | |
| 213 | D | 1,217 ±8 | 24 | 1,218 | — | — | A | › | |
| 214 | D | 1,217 ±6 | 23 | 1,218 | — | — | A | › | |
| 215 | D | 1,211 ±21 | 23 | 1,211 | — | — | A | › | |
| 216 | D | 1,210 ±9 | 22 | 1,211 | — | — | A | › | |
| 218 | D | 1,196 ±12 | 22 | 1,195 | — | — | A | › | |
| 219 | D | 1,192 ±19 | 21 | 1,192 | — | — | A | › | |
| 220 | D | 1,190 ±19 | 21 | 1,190 | — | — | A | › | |
| 221 | D | 1,190 ±8 | 21 | 1,190 | — | — | A | › | |
| 222 | D | 1,186 ±12 | 20 | 1,185 | — | -160 | A | › | |
| 223 | D | 1,180 ±6 | 20 | 1,179 | — | -220 | A | › | |
| 224 | D | 1,178 ±8 | 20 | 1,177 | — | — | A | › | |
| 226 | D | 1,175 ±8 | 19 | 1,174 | — | — | A | › | |
| 227 | D | 1,175 ±10 | 18 | 1,174 | — | — | A | › | |
| 228 | D | 1,170 ±11 | 18 | 1,169 | — | — | A | › | |
| 229 | D | 1,167 ±9 | 18 | 1,165 | — | — | A | › | |
| 230 | D | 1,164 ±19 | 17 | 1,162 | — | — | A | › | |
| 231 | D | 1,157 ±10 | 17 | 1,155 | — | — | A | › | |
| 232 | D | 1,153 ±10 | 17 | 1,151 | — | — | A | › | |
| 233 | D | 1,148 ±9 | 16 | 1,146 | — | — | A | › | |
| 234 | D | 1,148 ±16 | 16 | 1,145 | — | — | A | › | |
| 235 | D | 1,147 ±8 | 16 | 1,145 | — | -199 | A | › | |
| 236 | D | 1,138 ±16 | 15 | 1,134 | — | — | A | › | |
| 237 | D | 1,134 ±14 | 15 | 1,131 | — | — | A | › | |
| 238 | D | 1,134 ±11 | 14 | 1,131 | — | — | A | › | |
| 239 | D | 1,133 ±10 | 14 | 1,130 | — | — | A | › | |
| 240 | D | 1,132 ±18 | 14 | 1,128 | — | -275 | A | › | |
| 241 | D | 1,131 ±16 | 13 | 1,127 | — | — | A | › | |
| 242 | D | 1,127 ±11 | 13 | 1,123 | — | — | A | › | |
| 243 | D | 1,124 ±9 | 13 | 1,121 | — | -219 | A | › | |
| 244 | D | 1,122 ±13 | 12 | 1,118 | — | — | A | › | |
| 245 | D | 1,118 ±11 | 12 | 1,114 | — | — | A | › | |
| 246 | D | 1,117 ±9 | 12 | 1,114 | — | -243 | A | › | |
| 247 | D | 1,117 ±14 | 11 | 1,112 | — | — | A | › | |
| 248 | D | 1,115 ±9 | 11 | 1,111 | — | — | A | › | |
| 249 | D | 1,110 ±18 | 10 | 1,105 | — | — | A | › | |
| 250 | D | 1,110 ±15 | 10 | 1,105 | — | — | A | › | |
| 251 | D | 1,110 ±8 | 10 | 1,106 | — | — | A | › | |
| 252 | D | 1,109 ±9 | 9 | 1,104 | — | -230 | A | › | |
| 253 | D | 1,106 ±10 | 9 | 1,102 | — | — | A | › | |
| 254 | D | 1,102 ±20 | 9 | 1,095 | — | — | A | › | |
| 255 | D | 1,098 ±18 | 8 | 1,092 | — | — | A | › | |
| 256 | D | 1,090 ±24 | 8 | 1,082 | — | — | A | › | |
| 257 | D | 1,083 ±16 | 8 | 1,076 | — | — | A | › | |
| 258 | D | 1,081 ±14 | 7 | 1,075 | — | — | A | › | |
| 259 | D | 1,076 ±11 | 7 | 1,071 | — | — | A | › | |
| 260 | D | 1,075 ±10 | 6 | 1,070 | — | -272 | A | › | |
| 261 | D | 1,075 ±17 | 6 | 1,068 | — | — | A | › | |
| 262 | D | 1,071 ±11 | 6 | 1,065 | — | — | A | › | |
| 263 | D | 1,070 ±21 | 5 | 1,062 | — | — | A | › | |
| 264 | D | 1,061 ±15 | 5 | 1,054 | — | -274 | A | › | |
| 265 | D | 1,060 ±17 | 5 | 1,052 | — | — | A | › | |
| 266 | D | 1,056 ±17 | 4 | 1,048 | — | — | A | › | |
| 267 | D | 1,049 ±17 | 4 | 1,040 | — | — | A | › | |
| 268 | D | 1,045 ±14 | 4 | 1,037 | — | — | A | › | |
| 269 | D | 1,043 ±16 | 3 | 1,034 | — | — | A | › | |
| 270 | D | 1,023 ±20 | 3 | 1,012 | — | — | A | › | |
| 271 | D | 1,006 ±18 | 2 | 995 | — | — | A | › | |
| 272 | D | 996 ±20 | 2 | 983 | — | — | A | › | |
| 273 | D | 989 ±23 | 2 | 974 | — | — | A | › | |
| 274 | D | 989 ±20 | 1 | 976 | — | — | A | › | |
| 275 | D | 973 ±19 | 1 | 960 | — | — | A | › | |
| 276 | D | 898 ±20 | 1 | 879 | — | — | A | › | |
| 277 | D | 890 ±24 | 0 | 867 | — | — | A | › | |
| 278 | D | 876 ±22 | 0 | 853 | — | — | A | › |
AArena（人間の投票）EEpoch AI（ベンチマーク） ◆ パレートフロンティア：より高性能かつより安いモデルが存在しない
fedi-indexは固定スケール上のElo換算値で、同じ算出方法バージョン内なら月をまたいで比較できます。 ティアS–D：カテゴリ内のパーセンタイルで決まり、信頼区間が許す範囲を超えません（閾値は算出方法を参照）。 「暫定」— このモデルをここで測定したソースファミリーは1つのみです。 算出方法
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