fedi-index: Code
Welche Modelle am besten programmieren: Arena-Stimmen zu Code und Webentwicklung plus unabhängige SWE-bench-Läufe.
| # | Tier | Modell | fedi-index | Perzentil | Menschen bevorzugen | Löst Aufgaben | Preis-Leistung | Quellen | Aufschlüsselung des Werts |
|---|---|---|---|---|---|---|---|---|---|
| 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 (menschliche Stimmen)EEpoch AI (Benchmarks) ◆ Pareto-Front: nichts ist zugleich besser und günstiger
Der fedi-index ist ein Elo-Äquivalent auf fester Skala: innerhalb einer Methodikversion zwischen Monaten vergleichbar. Tiers S–D: nach Perzentil im Bereich und nicht besser, als das Konfidenzintervall zulässt (Grenzwerte in der Methodik). „Vorläufig“ – nur eine Quellenfamilie hat das Modell hier gemessen. Methodik
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