Model comparison
Codellama 70b Instruct vs Gemini 3.8 Flash
Gemini 3.8 Flash is the stronger model overall, scoring 61.8 to 33.7 on the Noometry Index.
Last verified . 4 shared benchmarks.
Meta
GoogleSummary
- They share 4 benchmarks with published results for both. Codellama 70b Instruct scores higher in 0 categories and Gemini 3.8 Flash in 5 categories; 5 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where Gemini 3.8 Flash leads 76.9 to 20.1.
- Codellama 70b Instruct has downloadable open weights; the other is API-only.
Side by side
| Codellama 70b Instruct | Gemini 3.8 Flash | |
|---|---|---|
| Provider | Meta | |
| Noometry Index | 33.7 | 61.8 |
| Released | — | 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 | 7 | 50 |
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Category by category
Coding Gemini 3.8 Flash leads
Codellama 70b Instruct: 37.6 (#193), Gemini 3.8 Flash: 59.2 (#15)
| Benchmark | Codellama 70b Instruct | Gemini 3.8 Flash |
|---|---|---|
| DeepSWE | — | 73.8% |
| FrontierCode | — | 41.2% |
| CursorBench | — | 39.6% |
| LMArena WebDev | — | 1584 |
| FrontierSWE | — | 19.6% |
| SciCode | — | 56.6% |
| WeirdML | — | 84.8% |
| BigCodeBench Instruct | 40.7% | — |
| LMArena Coding | — | 1510 |
| BigCodeBench Complete | 49.6% | — |
| ALE-Bench | — | 1,270 |
| HumanEval+ | 65.9% | — |
Agentic & Tool Use Not comparable
Codellama 70b Instruct: —, Gemini 3.8 Flash: 41.8 (#21)
| Benchmark | Codellama 70b Instruct | 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
Codellama 70b Instruct: 20.1 (#242), Gemini 3.8 Flash: 76.9 (#5)
| Benchmark | Codellama 70b Instruct | Gemini 3.8 Flash |
|---|---|---|
| LMArena Hard Prompts | 1052 | 1508 |
| 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% |
| Epoch Capabilities Index | — | 156.71 |
Math Not comparable
Codellama 70b Instruct: —, Gemini 3.8 Flash: 65.3 (#28)
| Benchmark | Codellama 70b Instruct | Gemini 3.8 Flash |
|---|---|---|
| FrontierMath (Tiers 1-3) | — | 68.4% |
| FrontierMath Tier 4 | — | 22% |
| OTIS Mock AIME 2024-2025 | — | 98.9% |
| ProofBench | — | 48% |
| LMArena Math | — | 1528 |
Knowledge Not comparable
Codellama 70b Instruct: —, Gemini 3.8 Flash: 74.8 (#2)
| Benchmark | Codellama 70b Instruct | Gemini 3.8 Flash |
|---|---|---|
| GPQA Diamond | — | 95.4% |
| Humanity's Last Exam | — | 44.5% |
| SimpleQA Verified | — | 69.7% |
| LMArena Expert | — | 1524 |
Multimodal Not comparable
Codellama 70b Instruct: —, Gemini 3.8 Flash: 40.7 (#45)
| Benchmark | Codellama 70b Instruct | Gemini 3.8 Flash |
|---|---|---|
| LMArena Vision | — | 1314 |
| Blueprint-Bench 2 | — | 38.6% |
| Furniture Assembly | — | 31.7% |
Multilingual Gemini 3.8 Flash leads
Codellama 70b Instruct: 24.8 (#288), Gemini 3.8 Flash: 58.0 (#5)
| Benchmark | Codellama 70b Instruct | Gemini 3.8 Flash |
|---|---|---|
| LMArena Non-English | 992 | 1491 |
| LMArena Chinese | — | 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
Codellama 70b Instruct: 51.9 (#293), Gemini 3.8 Flash: 78.0 (#13)
| Benchmark | Codellama 70b Instruct | Gemini 3.8 Flash |
|---|---|---|
| LMArena Instruction Following | 1024 | 1490 |
Long Context Not comparable
Codellama 70b Instruct: —, Gemini 3.8 Flash: 46.3 (#24)
| Benchmark | Codellama 70b Instruct | Gemini 3.8 Flash |
|---|---|---|
| LMArena Longer Query | — | 1508 |
Writing & Preference Gemini 3.8 Flash leads
Codellama 70b Instruct: 33.4 (#277), Gemini 3.8 Flash: 72.2 (#15)
| Benchmark | Codellama 70b Instruct | Gemini 3.8 Flash |
|---|---|---|
| LMArena Text | 1057 | 1499 |
| LMArena Creative Writing | — | 1492 |
| EQ-Bench Creative Writing | — | 1748 |
| LMArena Multi-Turn | — | 1501 |
Frequently asked questions
Is Codellama 70b Instruct better than Gemini 3.8 Flash?
Gemini 3.8 Flash is the stronger model overall, scoring 61.8 to 33.7 on the Noometry Index.
Is Codellama 70b Instruct or Gemini 3.8 Flash better for coding?
Gemini 3.8 Flash scores higher on coding benchmarks: 59.2 versus 37.6 in the Noometry coding category.
How many benchmarks do Codellama 70b Instruct and Gemini 3.8 Flash share?
4 benchmarks have published results for both models. Codellama 70b Instruct has 7 scored results on Noometry and Gemini 3.8 Flash has 50.