# dots3-note Preview vs Muse Wonder

> Side-by-side benchmark comparison for dots3-note Preview and Muse Wonder across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/dots3-note-preview-vs-muse-wonder
- Last updated: October 12, 2026

- Shared sourced benchmarks: 0
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

No benchmark verdict yet: there is no shared sourced benchmark row for dots3-note Preview and Muse Wonder.

## Summary

- dots3-note Preview and Muse Wonder do not currently share a sourced benchmark row. The mirror therefore compares metadata, pricing, context windows, and each model's separately reported coverage without naming a benchmark winner.

## Model Snapshot

| Property | dots3-note Preview | Muse Wonder |
|----------|----------|----------|
| Creator | Dots Studio | Meta |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 512K | 1M |
| Independent public score (not head-to-head) | 63.85 | 70.44 |
| Benchmarks Covered | 31 | 6 |
| Pricing (input/output) | $0.00 / $0.00 | $4.00 / $20.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- dots3-note Preview public-lane score: 58.5 (Estimated · #28/123)
- Muse Wonder public-lane score: Coming soon

| Benchmark | dots3-note Preview | Muse Wonder | Winner |
|-----------|-----------|-----------|--------|
| Claw-Eval | 73.4% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | 75.1% | Coming soon | Coming soon |
| Toolathlon-Verified | 55.6% | Coming soon | Coming soon |
| skillsBench | 52.8% | Coming soon | Coming soon |
| APEX-Agents | 30.8% | Coming soon | Coming soon |
| BrowseComp | 83.3% | Coming soon | Coming soon |
| HLE w/ tools | 52.6% | Coming soon | Coming soon |
| DeepSearchQA | 92.1% | Coming soon | Coming soon |
| WideResearch | 78.9% | Coming soon | Coming soon |
| JobBench | Coming soon | 70.5% | Coming soon |
| Finance Agent v2 | Coming soon | 56.6% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- dots3-note Preview public-lane score: Coming soon
- Muse Wonder public-lane score: 69.8 (Supported · #10/148)

| Benchmark | dots3-note Preview | Muse Wonder | Winner |
|-----------|-----------|-----------|--------|
| Codeforces | 3056.0 | Coming soon | Coming soon |
| LiveCodeBench v6 | 91.5% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | 75.1% | Coming soon | Coming soon |
| SWE-bench Verified | 78.4% | Coming soon | Coming soon |
| SWE Multilingual | 75.7% | Coming soon | Coming soon |
| SWE-bench Pro | 61% | Coming soon | Coming soon |
| NL2Repo | 49.8% | Coming soon | Coming soon |
| DeepSWE | Coming soon | 78.8% | Coming soon |
| ProgramBench | Coming soon | 50.0% | Coming soon |
| sweMarathon | Coming soon | 53.1% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- dots3-note Preview public-lane score: 76.6 (Unranked · 1 rankable row)
- Muse Wonder public-lane score: 81.3 (Unranked · 2 rankable rows)

| Benchmark | dots3-note Preview | Muse Wonder | Winner |
|-----------|-----------|-----------|--------|
| ARC-AGI-2 | 81.4% | Coming soon | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- dots3-note Preview public-lane score: 79.6 (Unranked · 10 rankable rows)
- Muse Wonder public-lane score: Coming soon

| Benchmark | dots3-note Preview | Muse Wonder | Winner |
|-----------|-----------|-----------|--------|
| SimpleVQA | 72.5% | Coming soon | Coming soon |
| MMMU-Pro | 79.1% | Coming soon | Coming soon |
| MathVision | 87.7% | Coming soon | Coming soon |
| ZeroBench | 19.0% | Coming soon | Coming soon |
| CharXiv w/o tools | 83.1% | Coming soon | Coming soon |
| GDP.pdf (no tools) | 60.7% | Coming soon | Coming soon |
| PerceptionBench | 53.4% | Coming soon | Coming soon |
| BabyVision | 50.0% | Coming soon | Coming soon |
| MMVU | 79.9% | Coming soon | Coming soon |
| VideoMMMU | 86.8% | Coming soon | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- dots3-note Preview public-lane score: Coming soon
- Muse Wonder public-lane score: 74 (Supported · #12/180)

| Benchmark | dots3-note Preview | Muse Wonder | Winner |
|-----------|-----------|-----------|--------|
| HLE | 52.6% | Coming soon | Coming soon |
| HealthBench Professional | Coming soon | 60.5% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- dots3-note Preview public-lane score: 89.1 (#31/127)
- Muse Wonder public-lane score: Coming soon

| Benchmark | dots3-note Preview | Muse Wonder | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 80.4% | Coming soon | Coming soon |
| IFEval | 93.9% | Coming soon | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- dots3-note Preview public-lane score: Coming soon
- Muse Wonder public-lane score: Coming soon

| Benchmark | dots3-note Preview | Muse Wonder | Winner |
|-----------|-----------|-----------|--------|
| IMOAnswerBench | 90.9% | Coming soon | Coming soon |

## FAQ

### Can I compare dots3-note Preview and Muse Wonder on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but sourced benchmark coverage is still incomplete for a fair score-level comparison.

### Why does this page show "coming soon" values?

BenchLM only calls winners when public benchmark coverage is available on both sides of the comparison.

## Related Comparisons

- [dots3-note Preview vs Muse Wonder Full](/compare/dots3-note-preview-vs-muse-wonder-full)
- [Muse Wonder vs Muse Wonder Full](/compare/muse-wonder-vs-muse-wonder-full)
- [dots3-note Preview vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-dots3-note-preview)
- [Muse Wonder vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-muse-wonder)

## Explore More

- [dots3-note Preview profile](/models/dots3-note-preview)
- [Muse Wonder profile](/models/muse-wonder)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)