Model comparison
Gemini 3.8 Flash vs Llama 3.2 90B
Gemini 3.8 Flash is the stronger model overall, scoring 61.8 to 27.5 on the Noometry Index.
Last verified . 4 shared benchmarks.
Summary
- They share 4 benchmarks with published results for both. Gemini 3.8 Flash scores higher in 5 categories and Llama 3.2 90B in 0 categories; 5 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where Gemini 3.8 Flash leads 76.9 to 21.7.
- The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 98.9% for Gemini 3.8 Flash and 2.6% for Llama 3.2 90B.
- Llama 3.2 90B has downloadable open weights; the other is API-only.
Side by side
| Gemini 3.8 Flash | Llama 3.2 90B | |
|---|---|---|
| Provider | Meta | |
| Noometry Index | 61.8 | 27.5 |
| Released | 2026-09-02 | 2024-09-24 |
| Weights | Proprietary | Open |
| Context window | 1.05M | — |
| Max output | 66K | — |
| Input $ / M tokens | $0.75 | — |
| Output $ / M tokens | $3.75 | — |
| Results tracked | 50 | 9 |
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Category by category
Coding Not comparable
Gemini 3.8 Flash: 59.2 (#15), Llama 3.2 90B: —
| Benchmark | Gemini 3.8 Flash | Llama 3.2 90B |
|---|---|---|
| DeepSWE | 73.8% | — |
| FrontierCode | 41.2% | — |
| CursorBench | 39.6% | — |
| LMArena WebDev | 1584 | — |
| FrontierSWE | 19.6% | — |
| SciCode | 56.6% | — |
| WeirdML | 84.8% | — |
| LMArena Coding | 1510 | — |
| ALE-Bench | 1,270 | — |
Agentic & Tool Use Gemini 3.8 Flash leads
Gemini 3.8 Flash: 41.8 (#21), Llama 3.2 90B: 30.0 (#80)
| Benchmark | Gemini 3.8 Flash | Llama 3.2 90B |
|---|---|---|
| APEX-Agents | 64.3% | — |
| Remote Labor Index | 5.8% | — |
| BALROG | — | 27.3% |
| GDP.pdf | 23.4% | — |
| Vending-Bench 2 | 5,094 | — |
Reasoning Gemini 3.8 Flash leads
Gemini 3.8 Flash: 76.9 (#5), Llama 3.2 90B: 21.7 (#217)
| Benchmark | Gemini 3.8 Flash | Llama 3.2 90B |
|---|---|---|
| Epoch Capabilities Index | 156.71 | 125.5 |
| ARC-AGI-2 | 89.2% | — |
| NYT Connections (extended) | 97.4% | — |
| ARC-AGI-1 | 98.5% | — |
| CritPt | 18.3% | — |
| Chess Puzzles | 61% | — |
| EnigmaEval | — | 0.4% |
| LMArena Hard Prompts | 1508 | — |
| Mystery Game Puzzles | 47% | — |
| DTBench | 95.7% | — |
| LMCA | 52.9% | — |
| Surface Evolver Bench | 76.9% | — |
Math Gemini 3.8 Flash leads
Gemini 3.8 Flash: 65.3 (#28), Llama 3.2 90B: 11.1 (#308)
| Benchmark | Gemini 3.8 Flash | Llama 3.2 90B |
|---|---|---|
| OTIS Mock AIME 2024-2025 | 98.9% | 2.6% |
| FrontierMath (Tiers 1-3) | 68.4% | — |
| FrontierMath Tier 4 | 22% | — |
| ProofBench | 48% | — |
| LMArena Math | 1528 | — |
| MATH Level 5 | — | 39.4% |
Knowledge Gemini 3.8 Flash leads
Gemini 3.8 Flash: 74.8 (#2), Llama 3.2 90B: 21.7 (#274)
| Benchmark | Gemini 3.8 Flash | Llama 3.2 90B |
|---|---|---|
| GPQA Diamond | 95.4% | 41% |
| Humanity's Last Exam | 44.5% | — |
| SimpleQA Verified | 69.7% | — |
| LMArena Expert | 1524 | — |
| MMLU | — | 80.3% |
Multimodal Gemini 3.8 Flash leads
Gemini 3.8 Flash: 40.7 (#45), Llama 3.2 90B: 25.4 (#124)
| Benchmark | Gemini 3.8 Flash | Llama 3.2 90B |
|---|---|---|
| LMArena Vision | 1314 | 1000 |
| GeoBench | — | 52% |
| Blueprint-Bench 2 | 38.6% | — |
| Furniture Assembly | 31.7% | — |
Multilingual Not comparable
Gemini 3.8 Flash: 58.0 (#5), Llama 3.2 90B: —
| Benchmark | Gemini 3.8 Flash | Llama 3.2 90B |
|---|---|---|
| LMArena Non-English | 1491 | — |
| LMArena Chinese | 1554 | — |
| LMArena French | 1498 | — |
| LMArena German | 1493 | — |
| LMArena Japanese | 1502 | — |
| LMArena Korean | 1459 | — |
| LMArena Russian | 1515 | — |
| LMArena Spanish | 1485 | — |
Instruction Following Not comparable
Gemini 3.8 Flash: 78.0 (#13), Llama 3.2 90B: —
| Benchmark | Gemini 3.8 Flash | Llama 3.2 90B |
|---|---|---|
| LMArena Instruction Following | 1490 | — |
Long Context Not comparable
Gemini 3.8 Flash: 46.3 (#24), Llama 3.2 90B: —
| Benchmark | Gemini 3.8 Flash | Llama 3.2 90B |
|---|---|---|
| LMArena Longer Query | 1508 | — |
Writing & Preference Not comparable
Gemini 3.8 Flash: 72.2 (#15), Llama 3.2 90B: —
| Benchmark | Gemini 3.8 Flash | Llama 3.2 90B |
|---|---|---|
| LMArena Text | 1499 | — |
| LMArena Creative Writing | 1492 | — |
| EQ-Bench Creative Writing | 1748 | — |
| LMArena Multi-Turn | 1501 | — |
Frequently asked questions
Is Gemini 3.8 Flash better than Llama 3.2 90B?
Gemini 3.8 Flash is the stronger model overall, scoring 61.8 to 27.5 on the Noometry Index.
How many benchmarks do Gemini 3.8 Flash and Llama 3.2 90B share?
4 benchmarks have published results for both models. Gemini 3.8 Flash has 50 scored results on Noometry and Llama 3.2 90B has 9.