# dots3-note Preview vs Sage-A1.5

> Side-by-side benchmark comparison for dots3-note Preview and Sage-A1.5 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/dots3-note-preview-vs-sage-a1-5
- Last updated: October 20, 2026

- Shared sourced benchmarks: 5
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

dots3-note Preview leads by point estimate. Conditional score ranges do not establish rank confidence. Choose using the category evidence and your own workload tests.

## Summary

- dots3-note Preview has the higher overall point estimate 63.93 to 62.95. Conditional score ranges do not establish rank confidence.
- The clearest category separation is in reasoning, where the averages are 76.6 for dots3-note Preview and 80.6 for Sage-A1.5.
- The biggest single benchmark swing is SWE Multilingual in Coding, with scores of 75.7% and 72.7%.
- dots3-note Preview also has the larger context window at 512K.

## Model Snapshot

| Property | dots3-note Preview | Sage-A1.5 |
|----------|----------|----------|
| Creator | Dots Studio | InternScience |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 512K | 262K |
| Overall Score | 63.93 | 62.95 |
| Benchmarks Covered | 31 | 12 |
| Pricing (input/output) | $0.00 / $0.00 | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Directional only
- dots3-note Preview public-lane score: 59.4 (Estimated · #30/132)
- Sage-A1.5 public-lane score: 57.7 (Estimated · #36/132)

| Benchmark | dots3-note Preview | Sage-A1.5 | 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% | 81.7% | dots3-note Preview |
| HLE w/ tools | 52.6% | 55.1% | Sage-A1.5 |
| DeepSearchQA | 92.1% | Coming soon | Coming soon |
| WideResearch | 78.9% | Coming soon | Coming soon |
| GAIA | Coming soon | 95.1% | Coming soon |
| MLE-Bench Lite | Coming soon | 65.2% | Coming soon |
| VITA-Bench | Coming soon | 45.4% | Coming soon |
| PinchBench | Coming soon | 90.0% | Coming soon |

### Coding

- Winner: Not comparable
- dots3-note Preview public-lane score: Coming soon
- Sage-A1.5 public-lane score: 54 (Estimated · #34/153)

| Benchmark | dots3-note Preview | Sage-A1.5 | 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% | 72.7% | dots3-note Preview |
| SWE-bench Pro | 61% | 61.2% | Sage-A1.5 |
| NL2Repo | 49.8% | Coming soon | Coming soon |
| SciCode | Coming soon | 44.3% | Coming soon |

### Reasoning

- Winner: Not comparable
- dots3-note Preview public-lane score: 76.6 (Unranked · 1 rankable row)
- Sage-A1.5 public-lane score: 80.6 (Unranked · 2 rankable rows)

| Benchmark | dots3-note Preview | Sage-A1.5 | Winner |
|-----------|-----------|-----------|--------|
| ARC-AGI-2 | 81.4% | Coming soon | Coming soon |
| CritPt | Coming soon | 20.0% | Coming soon |

### Multimodal & Grounded

- Winner: Not comparable
- dots3-note Preview public-lane score: 79.6 (Unranked · 10 rankable rows)
- Sage-A1.5 public-lane score: Coming soon

| Benchmark | dots3-note Preview | Sage-A1.5 | 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: Not comparable
- dots3-note Preview public-lane score: Coming soon
- Sage-A1.5 public-lane score: Coming soon

| Benchmark | dots3-note Preview | Sage-A1.5 | Winner |
|-----------|-----------|-----------|--------|
| HLE | 52.6% | Coming soon | Coming soon |
| FrontierScience Research | Coming soon | 48.3% | Coming soon |

### Instruction Following

- Winner: Sage-A1.5
- dots3-note Preview public-lane score: 89.1 (#34/152)
- Sage-A1.5 public-lane score: 91.9 (#22/152)

| Benchmark | dots3-note Preview | Sage-A1.5 | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 80.4% | 81.6% | Sage-A1.5 |
| IFEval | 93.9% | Coming soon | Coming soon |

### Mathematics

- Winner: Not comparable
- dots3-note Preview public-lane score: Coming soon
- Sage-A1.5 public-lane score: Coming soon

| Benchmark | dots3-note Preview | Sage-A1.5 | Winner |
|-----------|-----------|-----------|--------|
| IMOAnswerBench | 90.9% | Coming soon | Coming soon |

## FAQ

### Which is better overall, dots3-note Preview or Sage-A1.5?

dots3-note Preview has the higher overall point estimate. Conditional score ranges do not establish rank confidence.

### Where is the biggest gap between dots3-note Preview and Sage-A1.5?

The widest category gap is in reasoning, where the averages are 76.6 for dots3-note Preview and 80.6 for Sage-A1.5.

### How many benchmarks does dots3-note Preview cover on BenchLM?

dots3-note Preview currently has 31 sourced benchmark scores on BenchLM.

### How many benchmarks does Sage-A1.5 cover on BenchLM?

Sage-A1.5 currently has 12 sourced benchmark scores on BenchLM.

## Related Comparisons

- [dots3-note Preview vs Sage-A1.5-F16-GGUF](/compare/dots3-note-preview-vs-sage-a1-5-f16-gguf)
- [Sage-A1.5 vs Sage-A1.5-F16-GGUF](/compare/sage-a1-5-vs-sage-a1-5-f16-gguf)
- [dots3-note Preview vs Sage-A1.5-FP8](/compare/dots3-note-preview-vs-sage-a1-5-fp8)
- [Sage-A1.5 vs Sage-A1.5-FP8](/compare/sage-a1-5-vs-sage-a1-5-fp8)

## Explore More

- [dots3-note Preview profile](/models/dots3-note-preview)
- [Sage-A1.5 profile](/models/sage-a1-5)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)