| SREBench (Vals AI) | 3.8% | $64.77 per test | Duration, as printed 1h 41m |
| IOI (Vals AI) | 57.7% | $12.71 per test | Duration, as printed 46m 48s |
| Terminal-Bench 2.1 (Vals AI) | 73.4% | $1.08 per test | Duration, as printed 13m 18s |
| SWE-bench Multimodal (Vals AI) | 42.9% | $4.66 per test | Duration, as printed 21m 01s |
| CyberBench (Vals AI) | 69.5% | $8.54 per test | Duration, as printed 15m 30s |
| Finance Agent (Vals AI) | 52.3% | $2.72 per test | Duration, as printed 15m 33s |
| Tax Agent Bench (Vals AI) | 34.2% | $1.80 per test | Duration, as printed 16m 36s |
| Legal Research Bench (Vals AI) | 47.1% | $4.92 per test | Duration, as printed 21m 14s |
| Harvey's Legal Agent Benchmark (Vals AI) | 18.3% | $10.75 per test | Duration, as printed 35m 48s |
| Excel Modeling Benchmark (Vals AI) | 67.0% | $6.48 per test | Duration, as printed 34m 57s |
| BioMysteryBench (Vals AI) | 69.3% | $2.49 per test | Duration, as printed 11m 37s |
| Terminal-Bench-Science (Vals AI) | 10.0% | $17.04 per test | Duration, as printed 1h 33m |
| Vals Science Index | 34.8% | $7.12 per test | Duration, as printed 40m 34s |
| Public Benefits Bench (Vals AI) | 65.6% | $2.25 per test | Nothing else |
| MysteryMechanism (Vals AI) | 25.2% | $1.84 per test | Duration, as printed 17m 33s |
| FrontierSWE | 29.5% | $318.77 average cost per task | Best of 5 runs 41.1% · Hours per task 12.1 h |
| ProofBench | 26.0% | $0.788 per test | Time per proof 12m 47s |
| LMArena WebDev | 1637 Elo | Not published | Votes 5,303 · Interval (±) ±9.5 |
| Design Arena: websites | 1253 Elo | Not published | Battles 1,532 |
| Design Arena: UI components | 1268 Elo | Not published | Battles 291 |
| Design Arena: game dev | 1313 Elo | Not published | Battles 687 |
| Design Arena: data viz | 1226 Elo | Not published | Battles 135 |
| Design Arena: 3D | 1267 Elo | Not published | Battles 320 |
| Design Arena: all code categories | 1270 Elo | Not published | Battles 2,792 |
| SAGE (Vals AI) | 40.8% | Not published | Latency, as printed 4m 51s |
| LegalBench (Vals AI) | 84.4% | Not published | Latency, as printed 26 s |
| MedCode (Vals AI) | 49.5% | Not published | Latency, as printed 3m 33s |
| MedScribe (Vals AI) | 89.4% | Not published | Latency, as printed 2m 33s |
| APEX-Agents | 54.6% | Not published | Mean score 68.7% |
| LMArena Text | 1401 Elo | Not published | Votes 11,591 · Interval (±) ±6.4 |
| LMArena Text: coding | 1432 Elo | Not published | Votes 2,522 · Interval (±) ±12.1 |
| LMArena Text: hard prompts | 1415 Elo | Not published | Votes 7,054 · Interval (±) ±7.8 |
| LMArena Text: math | 1412 Elo | Not published | Votes 590 · Interval (±) ±23.4 |
| LMArena Text: instruction following | 1408 Elo | Not published | Votes 3,853 · Interval (±) ±10.1 |
| LMArena Text: creative writing | 1387 Elo | Not published | Votes 2,589 · Interval (±) ±12.5 |
| LMArena Vision | 1231 Elo | Not published | Votes 3,736 · Interval (±) ±10.6 |
| LMArena Text: English | 1412 Elo | Not published | Votes 4,571 · Interval (±) ±9.3 |
| LMArena Text: non-English | 1386 Elo | Not published | Votes 6,985 · Interval (±) ±7.7 |
| LMArena Text: Chinese | 1453 Elo | Not published | Votes 927 · Interval (±) ±19.5 |
| LMArena Text: German | 1353 Elo | Not published | Votes 179 · Interval (±) ±43.5 |
| LMArena Text: Japanese | 1355 Elo | Not published | Votes 225 · Interval (±) ±42.3 |
| LMArena Text: Korean | 1385 Elo | Not published | Votes 190 · Interval (±) ±43.1 |
| LMArena Text: French | 1443 Elo | Not published | Votes 385 · Interval (±) ±30.9 |
| LMArena Text: Spanish | 1405 Elo | Not published | Votes 422 · Interval (±) ±28.4 |
| LMArena Text: Russian | 1400 Elo | Not published | Votes 1,552 · Interval (±) ±14.9 |
| LMArena Text: Polish | 1411 Elo | Not published | Votes 164 · Interval (±) ±43.2 |
| LMArena Text: multi-turn | 1391 Elo | Not published | Votes 1,721 · Interval (±) ±14.6 |
| LMArena Text: longer queries | 1416 Elo | Not published | Votes 4,785 · Interval (±) ±9.3 |
| LMArena Text: expert | 1437 Elo | Not published | Votes 1,115 · Interval (±) ±17.6 |
| LMArena Text: hard prompts in English | 1427 Elo | Not published | Votes 2,803 · Interval (±) ±11.6 |
| LMArena Text: software and IT | 1423 Elo | Not published | Votes 4,071 · Interval (±) ±9.7 |
| LMArena Text: mathematical work | 1437 Elo | Not published | Votes 660 · Interval (±) ±21.8 |
| LMArena Text: science | 1417 Elo | Not published | Votes 1,982 · Interval (±) ±13.4 |
| LMArena Text: medicine and healthcare | 1399 Elo | Not published | Votes 814 · Interval (±) ±20.9 |
| LMArena Text: legal and government | 1425 Elo | Not published | Votes 1,016 · Interval (±) ±18.5 |
| LMArena Text: business and finance | 1389 Elo | Not published | Votes 1,996 · Interval (±) ±13.6 |
| LMArena Text: writing and language | 1395 Elo | Not published | Votes 3,233 · Interval (±) ±11.2 |
| LMArena Text: entertainment and media | 1380 Elo | Not published | Votes 2,948 · Interval (±) ±11.7 |
| LMArena WebDev: React | 1663 Elo | Not published | Votes 3,212 · Interval (±) ±12.0 |
| LMArena WebDev: HTML | 1627 Elo | Not published | Votes 855 · Interval (±) ±22.8 |
| LMArena WebDev: from an image | 1586 Elo | Not published | Votes 1,191 · Interval (±) ±17.4 |
| LMArena Vision: English | 1229 Elo | Not published | Votes 1,292 · Interval (±) ±17.6 |
| LMArena Vision: Chinese | 1250 Elo | Not published | Votes 182 · Interval (±) ±45.0 |
| LMArena Vision: reading text | 1241 Elo | Not published | Votes 2,508 · Interval (±) ±12.3 |
| LMArena Vision: diagrams | 1254 Elo | Not published | Votes 938 · Interval (±) ±19.8 |
| LMArena Vision: homework | 1309 Elo | Not published | Votes 517 · Interval (±) ±25.4 |
| LMArena Vision: creative writing | 1217 Elo | Not published | Votes 370 · Interval (±) ±32.5 |