Side-by-side benchmark comparison across agentic, coding, multimodal, knowledge, reasoning, and math workflows.
Claude 4.1 Opus
62
0/8 categoriesHolo3-122B-A10B
~79
Winner · 1/8 categoriesClaude 4.1 Opus· Holo3-122B-A10B
Pick Holo3-122B-A10B if you want the stronger benchmark profile. Claude 4.1 Opus only becomes the better choice if you need the larger 200K context window.
Holo3-122B-A10B is clearly ahead on the aggregate, 79 to 62. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
Holo3-122B-A10B's sharpest advantage is in agentic, where it averages 78.9 against 52.8. The single biggest benchmark swing on the page is OSWorld-Verified, 57% to 78.8%.
Claude 4.1 Opus gives you the larger context window at 200K, compared with 64K for Holo3-122B-A10B.
BenchLM keeps the benchmark table and the operator tradeoffs on the same page so a better score does not hide a materially slower, pricier, or smaller-context model.
Runtime metrics show N/A when BenchLM does not have a sourced snapshot for that exact model. The scoring rules and freshness policy are documented on the methodology page.
| Benchmark | Claude 4.1 Opus | Holo3-122B-A10B |
|---|---|---|
| AgenticHolo3-122B-A10B wins | ||
| Terminal-Bench 2.0 | 43.3% | — |
| BrowseComp | 62% | — |
| OSWorld-Verified | 57% | 78.8% |
| Coding | ||
| HumanEval | 68% | — |
| SWE-bench Verified | 74.5% | — |
| LiveCodeBench | 40% | — |
| SWE-bench Pro | 47% | — |
| Multimodal & Grounded | ||
| MMMU-Pro | 82% | — |
| OfficeQA Pro | 79% | — |
| Reasoning | ||
| MuSR | 72% | — |
| BBH | 81% | — |
| LongBench v2 | 71% | — |
| MRCRv2 | 71% | — |
| Knowledge | ||
| MMLU | 76% | — |
| GPQA | 76% | — |
| SuperGPQA | 74% | — |
| HLE | 11% | — |
| FrontierScience | 68% | — |
| SimpleQA | 74% | — |
| Instruction Following | ||
| IFEval | 83% | — |
| Multilingual | ||
| MGSM | 85% | — |
| MMLU-ProX | 80% | — |
| Mathematics | ||
| AIME 2023 | 76% | — |
| AIME 2024 | 78% | — |
| AIME 2025 | 77% | — |
| HMMT Feb 2023 | 72% | — |
| HMMT Feb 2024 | 74% | — |
| HMMT Feb 2025 | 73% | — |
| BRUMO 2025 | 75% | — |
| MATH-500 | 81% | — |
Holo3-122B-A10B is ahead overall, 79 to 62. The biggest single separator in this matchup is OSWorld-Verified, where the scores are 57% and 78.8%.
Holo3-122B-A10B has the edge for agentic tasks in this comparison, averaging 78.9 versus 52.8. Inside this category, OSWorld-Verified is the benchmark that creates the most daylight between them.
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