| SREBench (Vals AI) | 30.1% | $26.52 per test | Duration, as printed 1h 55m |
| IOI (Vals AI) | 83.1% | $7.52 per test | Duration, as printed 45m 51s |
| Terminal-Bench 2.1 (Vals AI) | 83.2% | $0.63 per test | Duration, as printed 7m 46s |
| SWE-bench Multimodal (Vals AI) | 58.3% | $4.53 per test | Duration, as printed 24m 13s |
| CyberBench (Vals AI) | 59.6% | $4.42 per test | Duration, as printed 33m 53s |
| Finance Agent (Vals AI) | 58.1% | $6.55 per test | Duration, as printed 31m 43s |
| Tax Agent Bench (Vals AI) | 42.0% | $9.25 per test | Duration, as printed 59m 21s |
| Legal Research Bench (Vals AI) | 48.1% | $14.83 per test | Duration, as printed 1h 33m |
| Harvey's Legal Agent Benchmark (Vals AI) | 10.4% | $16.61 per test | Duration, as printed 1h 13m |
| Excel Modeling Benchmark (Vals AI) | 75.7% | $8.79 per test | Duration, as printed 36m 45s |
| BioMysteryBench (Vals AI) | 81.1% | $3.74 per test | Duration, as printed 18m 06s |
| Terminal-Bench-Science (Vals AI) | 47.1% | $32.52 per test | Duration, as printed 2h 46m |
| Vals Science Index | 59.1% | $13.24 per test | Duration, as printed 1h 09m |
| Public Benefits Bench (Vals AI) | 67.2% | $4.25 per test | Nothing else |
| MysteryMechanism (Vals AI) | 49.1% | $3.45 per test | Duration, as printed 23m 30s |
| FrontierSWE | 61.9% | $110.45 average cost per task | Best of 5 runs 71.7% · Hours per task 16.0 h |
| ProofBench | 100.0% | $0.5583 per test | Time per proof 5m 48s |
| ALE-Bench | 1819.1 | $0.1109 per problem | Tokens per problem 14,424 |
| LMArena WebDev | 1768 Elo | Not published | Votes 3,428 · Interval (±) ±12.8 |
| Design Arena: websites | 1326 Elo | Not published | Battles 1,927 |
| Design Arena: UI components | 1368 Elo | Not published | Battles 370 |
| Design Arena: game dev | 1471 Elo | Not published | Battles 634 |
| Design Arena: data viz | 1392 Elo | Not published | Battles 121 |
| Design Arena: 3D | 1445 Elo | Not published | Battles 274 |
| Design Arena: all code categories | 1364 Elo | Not published | Battles 3,107 |
| Design Arena: agents building web apps | 1305 Elo | Not published | Battles 517 |
| Design Arena: agents building mobile apps | 1260 Elo | Not published | Battles 299 |
| Design Arena: spreadsheets | 1260 Elo | Not published | Battles 116 |
| SAGE (Vals AI) | 51.8% | Not published | Latency, as printed 1m 53s |
| MedCode (Vals AI) | 52.9% | Not published | Latency, as printed 3m 59s |
| MedScribe (Vals AI) | 91.1% | Not published | Latency, as printed 5m 07s |
| APEX-Agents | 75.5% | Not published | Mean score 83.7% |
| LMArena Text | 1473 Elo | Not published | Votes 8,126 · Interval (±) ±7.2 |
| LMArena Text: coding | 1513 Elo | Not published | Votes 1,914 · Interval (±) ±13.8 |
| LMArena Text: hard prompts | 1494 Elo | Not published | Votes 5,015 · Interval (±) ±8.9 |
| LMArena Text: math | 1497 Elo | Not published | Votes 416 · Interval (±) ±28.4 |
| LMArena Text: instruction following | 1492 Elo | Not published | Votes 2,756 · Interval (±) ±11.7 |
| LMArena Text: creative writing | 1467 Elo | Not published | Votes 1,838 · Interval (±) ±14.8 |
| LMArena Vision | 1287 Elo | Not published | Votes 2,564 · Interval (±) ±12.5 |
| LMArena Text: English | 1484 Elo | Not published | Votes 3,075 · Interval (±) ±11.2 |
| LMArena Text: non-English | 1456 Elo | Not published | Votes 5,048 · Interval (±) ±8.8 |
| LMArena Text: Chinese | 1535 Elo | Not published | Votes 685 · Interval (±) ±23.0 |
| LMArena Text: French | 1499 Elo | Not published | Votes 321 · Interval (±) ±32.5 |
| LMArena Text: Spanish | 1451 Elo | Not published | Votes 286 · Interval (±) ±33.4 |
| LMArena Text: Russian | 1454 Elo | Not published | Votes 1,111 · Interval (±) ±17.9 |
| LMArena Text: multi-turn | 1465 Elo | Not published | Votes 1,192 · Interval (±) ±17.4 |
| LMArena Text: longer queries | 1495 Elo | Not published | Votes 3,434 · Interval (±) ±10.9 |
| LMArena Text: expert | 1531 Elo | Not published | Votes 851 · Interval (±) ±20.0 |
| LMArena Text: hard prompts in English | 1502 Elo | Not published | Votes 1,914 · Interval (±) ±13.9 |
| LMArena Text: software and IT | 1504 Elo | Not published | Votes 2,790 · Interval (±) ±11.5 |
| LMArena Text: mathematical work | 1510 Elo | Not published | Votes 445 · Interval (±) ±27.5 |
| LMArena Text: science | 1483 Elo | Not published | Votes 1,414 · Interval (±) ±16.3 |
| LMArena Text: medicine and healthcare | 1464 Elo | Not published | Votes 580 · Interval (±) ±24.5 |
| LMArena Text: legal and government | 1483 Elo | Not published | Votes 698 · Interval (±) ±22.6 |
| LMArena Text: business and finance | 1468 Elo | Not published | Votes 1,388 · Interval (±) ±16.0 |
| LMArena Text: writing and language | 1474 Elo | Not published | Votes 2,283 · Interval (±) ±13.1 |
| LMArena Text: entertainment and media | 1461 Elo | Not published | Votes 2,092 · Interval (±) ±13.7 |
| LMArena WebDev: React | 1817 Elo | Not published | Votes 2,175 · Interval (±) ±16.2 |
| LMArena WebDev: HTML | 1741 Elo | Not published | Votes 483 · Interval (±) ±34.1 |
| LMArena WebDev: from an image | 1737 Elo | Not published | Votes 1,551 · Interval (±) ±16.8 |
| LMArena Vision: English | 1289 Elo | Not published | Votes 859 · Interval (±) ±20.8 |
| LMArena Vision: reading text | 1297 Elo | Not published | Votes 1,780 · Interval (±) ±14.4 |
| LMArena Vision: diagrams | 1329 Elo | Not published | Votes 625 · Interval (±) ±24.3 |
| LMArena Vision: homework | 1331 Elo | Not published | Votes 395 · Interval (±) ±29.6 |
| LMArena Vision: creative writing | 1242 Elo | Not published | Votes 228 · Interval (±) ±40.1 |