fedi-index: Codice
Quali modelli programmano meglio: voti Arena su codice e sviluppo web più esecuzioni indipendenti di SWE-bench.
Dati in tempo reale di 2026-10 (ricalcolati ogni giorno) · Metodologia v1 · Metodologia · Storico · JSON
| # | Tier | Modello | fedi-index | Percentile | Preferito dalle persone | Risolve compiti | Qualità-prezzo | Fonti | Scomposizione del punteggio |
|---|---|---|---|---|---|---|---|---|---|
| 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 | › |
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