Model comparison
o3 vs Ring-2.6-1T
o3 has enough public results to be ranked (#61); Ring-2.6-1T does not yet, so treat this comparison as directional.
Last verified . 2 shared benchmarks.
Ant Group (inclusionAI)Summary
- They share 2 benchmarks with published results for both. o3 scores higher in 2 categories and Ring-2.6-1T in 0 categories; 2 gaps are clear of the uncertainty.
- The widest gap is in coding, where o3 leads 46.8 to 40.7.
- Ring-2.6-1T has downloadable open weights; the other is API-only.
Side by side
| o3 | Ring-2.6-1T | |
|---|---|---|
| Provider | OpenAI | Ant Group (inclusionAI) |
| Noometry Index | 47.5 | 36.9 |
| Released | 2025-04-16 | 2026-05-14 |
| Weights | Proprietary | Open |
| Context window | 200K | — |
| Max output | 100K | — |
| Input $ / M tokens | $2 | — |
| Output $ / M tokens | $8 | — |
| Results tracked | 63 | 3 |
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Category by category
Coding o3 leads
o3: 46.8 (#64), Ring-2.6-1T: 40.7
| Benchmark | o3 | Ring-2.6-1T |
|---|---|---|
| ALE-Bench | 933.55 | 432.57 |
| SWE-bench Verified | 62.3% | — |
| SWE-bench Verified (bash only) | 58.4% | — |
| Aider Polyglot | 81.3% | — |
| SciCode | — | 42.4% |
| GSO | 8.8% | — |
| WeirdML | 52.4% | — |
| LMArena Coding | 1408 | — |
| CadEval | 74% | — |
Agentic & Tool Use Not comparable
o3: 34.5 (#44), Ring-2.6-1T: —
| Benchmark | o3 | Ring-2.6-1T |
|---|---|---|
| Berkeley Function Calling Leaderboard | 63% | — |
| GDPval | 30.8% | — |
| DeepResearch Bench | 45.2% | — |
| OSWorld | 23% | — |
| LMArena Search | 1144 | — |
| METR Time Horizons | 65.4% | — |
Reasoning o3 leads
o3: 32.0 (#78), Ring-2.6-1T: 26.1
| Benchmark | o3 | Ring-2.6-1T |
|---|---|---|
| CritPt | 1.4% | 3.7% |
| ARC-AGI-2 | 6.5% | — |
| SimpleBench | 53.1% | — |
| Kagi LLM Benchmark | 67.6% | — |
| ARC-AGI-1 | 60.8% | — |
| Chess Puzzles | 38% | — |
| EnigmaEval | 13.1% | — |
| LMArena Hard Prompts | 1402 | — |
| Mystery Game Puzzles | 29% | — |
| DTBench | 84.8% | — |
| LMCA | 39.7% | — |
| Epoch Capabilities Index | 146.86 | — |
| ForecastBench | 62.5 | — |
Math Not comparable
o3: 50.2 (#58), Ring-2.6-1T: —
| Benchmark | o3 | Ring-2.6-1T |
|---|---|---|
| FrontierMath (Tiers 1-3) | 33.3% | — |
| OTIS Mock AIME 2024-2025 | 84.4% | — |
| Omni-MATH | 71.4% | — |
| LMArena Math | 1426 | — |
| MATH Level 5 | 97.8% | — |
| FrontierMath (Feb 2025 set) | 18.7% | — |
| FrontierMath Tier 4 (v1) | 2.1% | — |
Knowledge Not comparable
o3: 54.6 (#52), Ring-2.6-1T: —
| Benchmark | o3 | Ring-2.6-1T |
|---|---|---|
| GPQA Diamond | 81.8% | — |
| Humanity's Last Exam | 20.3% | — |
| SimpleQA Verified | 49.4% | — |
| MMLU-Pro | 85.9% | — |
| Confabulations | 14.4% | — |
| GPQA (HELM) | 75.3% | — |
| LMArena Expert | 1402 | — |
Multimodal Not comparable
o3: 41.4 (#36), Ring-2.6-1T: —
| Benchmark | o3 | Ring-2.6-1T |
|---|---|---|
| LMArena Vision | 1214 | — |
| GeoBench | 74% | — |
| VPCT | 52% | — |
Multilingual Not comparable
o3: 51.7 (#105), Ring-2.6-1T: —
| Benchmark | o3 | Ring-2.6-1T |
|---|---|---|
| LMArena Non-English | 1401 | — |
| LMArena Chinese | 1437 | — |
| LMArena French | 1430 | — |
| LMArena German | 1420 | — |
| LMArena Japanese | 1403 | — |
| LMArena Korean | 1370 | — |
| LMArena Russian | 1406 | — |
| LMArena Spanish | 1395 | — |
Instruction Following Not comparable
o3: 72.8 (#127), Ring-2.6-1T: —
| Benchmark | o3 | Ring-2.6-1T |
|---|---|---|
| IFEval | 86.9% | — |
| LMArena Instruction Following | 1368 | — |
Long Context Not comparable
o3: 53.3 (#6), Ring-2.6-1T: —
| Benchmark | o3 | Ring-2.6-1T |
|---|---|---|
| Fiction.LiveBench | 88.9% | — |
| CL-bench | 17.8% | — |
| LMArena Longer Query | 1372 | — |
Writing & Preference Not comparable
o3: 63.5 (#64), Ring-2.6-1T: —
| Benchmark | o3 | Ring-2.6-1T |
|---|---|---|
| LMArena Text | 1410 | — |
| LMArena Creative Writing | 1359 | — |
| Short-Story Creative Writing | 83.9% | — |
| EQ-Bench Creative Writing | 1676 | — |
| WildBench | 86.1% | — |
| LMArena Multi-Turn | 1405 | — |
Frequently asked questions
Is o3 better than Ring-2.6-1T?
o3 has enough public results to be ranked (#61); Ring-2.6-1T does not yet, so treat this comparison as directional.
Is o3 or Ring-2.6-1T better for coding?
o3 scores higher on coding benchmarks: 46.8 versus 40.7 in the Noometry coding category.
How many benchmarks do o3 and Ring-2.6-1T share?
2 benchmarks have published results for both models. o3 has 63 scored results on Noometry and Ring-2.6-1T has 3.