Model comparison
Dolly 2.0-12b vs Gemini 3.8 Flash
Gemini 3.8 Flash is the stronger model overall, scoring 61.8 to 25.5 on the Noometry Index.
Last verified . 10 shared benchmarks.
Databricks
GoogleSummary
- They share 10 benchmarks with published results for both. Dolly 2.0-12b scores higher in 0 categories and Gemini 3.8 Flash in 6 categories; 6 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where Gemini 3.8 Flash leads 76.9 to 15.3.
- Dolly 2.0-12b has downloadable open weights; the other is API-only.
Side by side
| Dolly 2.0-12b | Gemini 3.8 Flash | |
|---|---|---|
| Provider | Databricks | |
| Noometry Index | 25.5 | 61.8 |
| Released | 2023-04-11 | 2026-09-02 |
| Weights | Open | Proprietary |
| Context window | — | 1.05M |
| Max output | — | 66K |
| Input $ / M tokens | — | $0.75 |
| Output $ / M tokens | — | $3.75 |
| Results tracked | 17 | 50 |
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Category by category
Coding Gemini 3.8 Flash leads
Dolly 2.0-12b: 23.4 (#332), Gemini 3.8 Flash: 59.2 (#15)
| Benchmark | Dolly 2.0-12b | Gemini 3.8 Flash |
|---|---|---|
| LMArena Coding | 776 | 1510 |
| DeepSWE | — | 73.8% |
| FrontierCode | — | 41.2% |
| CursorBench | — | 39.6% |
| LMArena WebDev | — | 1584 |
| FrontierSWE | — | 19.6% |
| SciCode | — | 56.6% |
| WeirdML | — | 84.8% |
| ALE-Bench | — | 1,270 |
Agentic & Tool Use Not comparable
Dolly 2.0-12b: —, Gemini 3.8 Flash: 41.8 (#21)
| Benchmark | Dolly 2.0-12b | Gemini 3.8 Flash |
|---|---|---|
| APEX-Agents | — | 64.3% |
| Remote Labor Index | — | 5.8% |
| GDP.pdf | — | 23.4% |
| Vending-Bench 2 | — | 5,094 |
Reasoning Gemini 3.8 Flash leads
Dolly 2.0-12b: 15.3 (#316), Gemini 3.8 Flash: 76.9 (#5)
| Benchmark | Dolly 2.0-12b | Gemini 3.8 Flash |
|---|---|---|
| LMArena Hard Prompts | 804 | 1508 |
| Epoch Capabilities Index | 89.67 | 156.71 |
| ARC-AGI-2 | — | 89.2% |
| NYT Connections (extended) | — | 97.4% |
| ARC-AGI-1 | — | 98.5% |
| CritPt | — | 18.3% |
| Chess Puzzles | — | 61% |
| Mystery Game Puzzles | — | 47% |
| DTBench | — | 95.7% |
| LMCA | — | 52.9% |
| Surface Evolver Bench | — | 76.9% |
| HellaSwag | 70.8% | — |
| PIQA | 75.4% | — |
| WinoGrande | 61.8% | — |
Math Gemini 3.8 Flash leads
Dolly 2.0-12b: 27.3 (#251), Gemini 3.8 Flash: 65.3 (#28)
| Benchmark | Dolly 2.0-12b | Gemini 3.8 Flash |
|---|---|---|
| LMArena Math | 871 | 1528 |
| FrontierMath (Tiers 1-3) | — | 68.4% |
| FrontierMath Tier 4 | — | 22% |
| OTIS Mock AIME 2024-2025 | — | 98.9% |
| ProofBench | — | 48% |
Knowledge Not comparable
Dolly 2.0-12b: —, Gemini 3.8 Flash: 74.8 (#2)
| Benchmark | Dolly 2.0-12b | Gemini 3.8 Flash |
|---|---|---|
| GPQA Diamond | — | 95.4% |
| Humanity's Last Exam | — | 44.5% |
| SimpleQA Verified | — | 69.7% |
| LMArena Expert | — | 1524 |
| ARC (AI2) Challenge | 39.6% | — |
| BoolQ | 56.3% | — |
| MMLU | 26.2% | — |
| OpenBookQA | 39.2% | — |
Multimodal Not comparable
Dolly 2.0-12b: —, Gemini 3.8 Flash: 40.7 (#45)
| Benchmark | Dolly 2.0-12b | Gemini 3.8 Flash |
|---|---|---|
| LMArena Vision | — | 1314 |
| Blueprint-Bench 2 | — | 38.6% |
| Furniture Assembly | — | 31.7% |
Multilingual Gemini 3.8 Flash leads
Dolly 2.0-12b: 17.4 (#296), Gemini 3.8 Flash: 58.0 (#5)
| Benchmark | Dolly 2.0-12b | Gemini 3.8 Flash |
|---|---|---|
| LMArena Non-English | 836 | 1491 |
| LMArena Chinese | 836 | 1554 |
| LMArena French | — | 1498 |
| LMArena German | — | 1493 |
| LMArena Japanese | — | 1502 |
| LMArena Korean | — | 1459 |
| LMArena Russian | — | 1515 |
| LMArena Spanish | — | 1485 |
Instruction Following Gemini 3.8 Flash leads
Dolly 2.0-12b: 38.7 (#304), Gemini 3.8 Flash: 78.0 (#13)
| Benchmark | Dolly 2.0-12b | Gemini 3.8 Flash |
|---|---|---|
| LMArena Instruction Following | 814 | 1490 |
Long Context Not comparable
Dolly 2.0-12b: —, Gemini 3.8 Flash: 46.3 (#24)
| Benchmark | Dolly 2.0-12b | Gemini 3.8 Flash |
|---|---|---|
| LMArena Longer Query | — | 1508 |
Writing & Preference Gemini 3.8 Flash leads
Dolly 2.0-12b: 15.2 (#311), Gemini 3.8 Flash: 72.2 (#15)
| Benchmark | Dolly 2.0-12b | Gemini 3.8 Flash |
|---|---|---|
| LMArena Text | 851 | 1499 |
| LMArena Creative Writing | 864 | 1492 |
| LMArena Multi-Turn | 740 | 1501 |
| EQ-Bench Creative Writing | — | 1748 |
Frequently asked questions
Is Dolly 2.0-12b better than Gemini 3.8 Flash?
Gemini 3.8 Flash is the stronger model overall, scoring 61.8 to 25.5 on the Noometry Index.
Is Dolly 2.0-12b or Gemini 3.8 Flash better for coding?
Gemini 3.8 Flash scores higher on coding benchmarks: 59.2 versus 23.4 in the Noometry coding category.
How many benchmarks do Dolly 2.0-12b and Gemini 3.8 Flash share?
10 benchmarks have published results for both models. Dolly 2.0-12b has 17 scored results on Noometry and Gemini 3.8 Flash has 50.