| SREBench (Vals AI) | 0.0% | $23.43 per test | Duration, as printed 1h 40m |
| IOI (Vals AI) | 21.8% | $2.64 per test | Duration, as printed 25m 35s |
| Terminal-Bench 2.1 (Vals AI) | 69.7% | $0.50 per test | Duration, as printed 14m 39s |
| SkillsBench (Vals AI) | 53.0% | $0.65 per test | Duration, as printed 13m 00s |
| CyberBench (Vals AI) | 69.5% | $2.15 per test | Duration, as printed 20m 21s |
| Finance Agent (Vals AI) | 60.6% | $0.77 per test | Duration, as printed 5m 04s |
| Tax Agent Bench (Vals AI) | 32.8% | $0.27 per test | Duration, as printed 1m 60s |
| Legal Research Bench (Vals AI) | 43.8% | $0.51 per test | Duration, as printed 5m 07s |
| Excel Modeling Benchmark (Vals AI) | 57.0% | $2.31 per test | Duration, as printed 17m 07s |
| BioMysteryBench (Vals AI) | 64.8% | $0.99 per test | Duration, as printed 23m 37s |
| Public Benefits Bench (Vals AI) | 68.5% | $0.59 per test | Nothing else |
| Vals Multimodal Index | 69.8% | $0.51 per test | Duration, as printed 7m 26s |
| FrontierSWE | 12.0% | $27.81 average cost per task | Best of 5 runs 18.4% · Hours per task 4.6 h |
| WeirdML | 60.3% | $0.3801 per run | Median lines of code 272 |
| ProofBench | 43.0% | $0.442 per test | Time per proof 7m 49s |
| LMArena WebDev | 1534 Elo | Not published | Votes 2,163 · Interval (±) ±13.7 |
| MMLU Pro | 88.3% | Not published | Latency, as printed 44 s |
| Design Arena: websites | 1313 Elo | Not published | Battles 31,751 |
| Design Arena: UI components | 1300 Elo | Not published | Battles 1,917 |
| Design Arena: game dev | 1302 Elo | Not published | Battles 12,865 |
| Design Arena: data viz | 1334 Elo | Not published | Battles 1,726 |
| Design Arena: 3D | 1301 Elo | Not published | Battles 6,589 |
| Design Arena: all code categories | 1313 Elo | Not published | Battles 50,357 |
| Design Arena: SVG | 1285 Elo | Not published | Battles 2,084 |
| Design Arena: ASCII art | 1284 Elo | Not published | Battles 553 |
| Design Arena: agents building web apps | 1222 Elo | Not published | Battles 2,088 |
| Design Arena: agents building full-stack apps | 1210 Elo | Not published | Battles 1,907 |
| Design Arena: agents building mobile apps | 1182 Elo | Not published | Battles 1,294 |
| Design Arena: agents building Android apps | 1228 Elo | Not published | Battles 844 |
| Design Arena: agents building games | 1179 Elo | Not published | Battles 620 |
| Design Arena: HTML slides | 1135 Elo | Not published | Battles 2,091 |
| Design Arena: PowerPoint slides | 1198 Elo | Not published | Battles 1,755 |
| MMMU Pro (Vals AI) | 86.1% | Not published | Latency, as printed 1m 14s |
| SAGE (Vals AI) | 47.7% | Not published | Latency, as printed 29 s |
| LegalBench (Vals AI) | 85.3% | Not published | Latency, as printed 30 s |
| CorpFin (Vals AI) | 70.9% | Not published | Latency, as printed 30 s |
| TaxEval (Vals AI) | 80.4% | Not published | Latency, as printed 48 s |
| MortgageTax (Vals AI) | 65.4% | Not published | Latency, as printed 45 s |
| MedCode (Vals AI) | 49.4% | Not published | Latency, as printed 1m 00s |
| MedScribe (Vals AI) | 90.1% | Not published | Latency, as printed 1m 01s |
| APEX-Agents | 45.4% | Not published | Mean score 59.8% |
| LMArena Text | 1482 Elo | Not published | Votes 9,578 · Interval (±) ±6.8 |
| LMArena Text: coding | 1505 Elo | Not published | Votes 2,474 · Interval (±) ±12.3 |
| LMArena Text: hard prompts | 1489 Elo | Not published | Votes 6,116 · Interval (±) ±8.2 |
| LMArena Text: math | 1484 Elo | Not published | Votes 484 · Interval (±) ±26.1 |
| LMArena Text: instruction following | 1462 Elo | Not published | Votes 3,379 · Interval (±) ±10.6 |
| LMArena Text: creative writing | 1436 Elo | Not published | Votes 2,023 · Interval (±) ±14.1 |
| LMArena Vision | 1304 Elo | Not published | Votes 1,948 · Interval (±) ±14.3 |
| LMArena Text: English | 1483 Elo | Not published | Votes 3,794 · Interval (±) ±9.9 |
| LMArena Text: non-English | 1476 Elo | Not published | Votes 5,780 · Interval (±) ±8.5 |
| LMArena Text: Chinese | 1509 Elo | Not published | Votes 821 · Interval (±) ±21.1 |
| LMArena Text: Korean | 1462 Elo | Not published | Votes 196 · Interval (±) ±40.7 |
| LMArena Text: French | 1495 Elo | Not published | Votes 352 · Interval (±) ±32.9 |
| LMArena Text: Spanish | 1484 Elo | Not published | Votes 308 · Interval (±) ±32.4 |
| LMArena Text: Russian | 1483 Elo | Not published | Votes 1,205 · Interval (±) ±17.3 |
| LMArena Text: multi-turn | 1502 Elo | Not published | Votes 1,393 · Interval (±) ±16.5 |
| LMArena Text: longer queries | 1473 Elo | Not published | Votes 4,199 · Interval (±) ±9.8 |
| LMArena Text: expert | 1475 Elo | Not published | Votes 1,014 · Interval (±) ±18.4 |
| LMArena Text: hard prompts in English | 1487 Elo | Not published | Votes 2,442 · Interval (±) ±12.2 |
| LMArena Text: software and IT | 1505 Elo | Not published | Votes 3,594 · Interval (±) ±10.3 |
| LMArena Text: mathematical work | 1480 Elo | Not published | Votes 520 · Interval (±) ±25.9 |
| LMArena Text: science | 1500 Elo | Not published | Votes 1,537 · Interval (±) ±15.2 |
| LMArena Text: medicine and healthcare | 1496 Elo | Not published | Votes 660 · Interval (±) ±23.4 |
| LMArena Text: legal and government | 1517 Elo | Not published | Votes 757 · Interval (±) ±21.7 |
| LMArena Text: business and finance | 1484 Elo | Not published | Votes 1,717 · Interval (±) ±14.6 |
| LMArena Text: writing and language | 1453 Elo | Not published | Votes 2,677 · Interval (±) ±12.3 |
| LMArena Text: entertainment and media | 1443 Elo | Not published | Votes 2,452 · Interval (±) ±12.7 |
| LMArena WebDev: React | 1526 Elo | Not published | Votes 1,487 · Interval (±) ±16.5 |
| LMArena WebDev: HTML | 1543 Elo | Not published | Votes 244 · Interval (±) ±41.6 |
| LMArena Vision: English | 1291 Elo | Not published | Votes 695 · Interval (±) ±23.3 |
| LMArena Vision: reading text | 1313 Elo | Not published | Votes 1,343 · Interval (±) ±16.9 |
| LMArena Vision: diagrams | 1317 Elo | Not published | Votes 544 · Interval (±) ±26.1 |