Model comparison
Gemini 3.1 Pro Preview vs Gemma 1.1 7b IT
Gemini 3.1 Pro Preview is the stronger model overall, scoring 56.7 to 30.7 on the Noometry Index.
Last verified . 17 shared benchmarks.
GoogleSummary
- They share 17 benchmarks with published results for both. Gemini 3.1 Pro Preview scores higher in 8 categories and Gemma 1.1 7b IT in 0 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where Gemini 3.1 Pro Preview leads 71.7 to 19.6.
- Gemma 1.1 7b IT has downloadable open weights; the other is API-only.
Side by side
| Gemini 3.1 Pro Preview | Gemma 1.1 7b IT | |
|---|---|---|
| Provider | ||
| Noometry Index | 56.7 | 30.7 |
| Released | 2026-02-19 | — |
| Weights | Proprietary | Open |
| Context window | 1.05M | — |
| Max output | 66K | — |
| Input $ / M tokens | $2 | — |
| Output $ / M tokens | $12 | — |
| Results tracked | 71 | 19 |
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Category by category
Coding Gemini 3.1 Pro Preview leads
Gemini 3.1 Pro Preview: 42.7 (#88), Gemma 1.1 7b IT: 31.0 (#279)
| Benchmark | Gemini 3.1 Pro Preview | Gemma 1.1 7b IT |
|---|---|---|
| LMArena Coding | 1483 | 1084 |
| SWE-bench Verified | 75.6% | — |
| DeepSWE | 11.7% | — |
| LMArena WebDev | 1446 | — |
| SciCode | 58.9% | — |
| GSO | 22.6% | — |
| WeirdML | 72.1% | — |
| MirrorCode | 8.9% | — |
| ALE-Bench | 1,161 | — |
| AlgoTune | 2.02 | — |
| HumanEval+ | — | 35.4% |
| MBPP+ | — | 45% |
Agentic & Tool Use Not comparable
Gemini 3.1 Pro Preview: 37.7 (#33), Gemma 1.1 7b IT: —
| Benchmark | Gemini 3.1 Pro Preview | Gemma 1.1 7b IT |
|---|---|---|
| Terminal-Bench | 80.2% | — |
| APEX-Agents | 35.3% | — |
| τ²-bench Banking | 26% | — |
| DeepResearch Bench | 47.8% | — |
| PostTrainBench | 22% | — |
| BALROG | 57% | — |
| ExploitBench | 26.1% | — |
| GBAEval | 0.8% | — |
| GDP.pdf | 17% | — |
| LMArena Search | 1211 | — |
| METR Time Horizons | 77% | — |
| Vending-Bench 2 | 3,774 | — |
Reasoning Gemini 3.1 Pro Preview leads
Gemini 3.1 Pro Preview: 71.7 (#9), Gemma 1.1 7b IT: 19.6 (#235)
| Benchmark | Gemini 3.1 Pro Preview | Gemma 1.1 7b IT |
|---|---|---|
| LMArena Hard Prompts | 1484 | 1071 |
| ARC-AGI-2 | 77.1% | — |
| SimpleBench | 79.6% | — |
| NYT Connections (extended) | 97.4% | — |
| ARC-AGI-1 | 98% | — |
| CritPt | 17.7% | — |
| Chess Puzzles | 55% | — |
| EnigmaEval | 36.8% | — |
| Thematic Generalization | 79.4% | — |
| EBR-Bench | 14.3% | — |
| Mystery Game Puzzles | 34% | — |
| DTBench | 97.1% | — |
| LMCA | 53.8% | — |
| Epoch Capabilities Index | 154.92 | — |
| ForecastBench | 59 | — |
Math Gemini 3.1 Pro Preview leads
Gemini 3.1 Pro Preview: 61.8 (#28), Gemma 1.1 7b IT: 29.5 (#217)
| Benchmark | Gemini 3.1 Pro Preview | Gemma 1.1 7b IT |
|---|---|---|
| LMArena Math | 1485 | 1107 |
| FrontierMath (Tiers 1-3) | 59.6% | — |
| FrontierMath Tier 4 | 26.8% | — |
| MathArena Final-Answer Competitions | 86.5% | — |
| OTIS Mock AIME 2024-2025 | 95.6% | — |
| ProofBench | 26% | — |
| FrontierMath (Feb 2025 set) | 36.9% | — |
| FrontierMath Tier 4 (v1) | 16.7% | — |
Knowledge Gemini 3.1 Pro Preview leads
Gemini 3.1 Pro Preview: 71.8 (#3), Gemma 1.1 7b IT: 27.8 (#242)
| Benchmark | Gemini 3.1 Pro Preview | Gemma 1.1 7b IT |
|---|---|---|
| LMArena Expert | 1484 | 1039 |
| GPQA Diamond | 94.4% | — |
| Humanity's Last Exam | 46.4% | — |
| SimpleQA Verified | 73.5% | — |
| Vectara Hallucination Rate | 10.4% | — |
Multimodal Not comparable
Gemini 3.1 Pro Preview: 38.1 (#60), Gemma 1.1 7b IT: —
| Benchmark | Gemini 3.1 Pro Preview | Gemma 1.1 7b IT |
|---|---|---|
| LMArena Vision | 1296 | — |
| Blueprint-Bench 2 | 26.5% | — |
| Furniture Assembly | 26.7% | — |
| LMArena Document | 1444 | — |
Multilingual Gemini 3.1 Pro Preview leads
Gemini 3.1 Pro Preview: 57.1 (#11), Gemma 1.1 7b IT: 28.3 (#268)
| Benchmark | Gemini 3.1 Pro Preview | Gemma 1.1 7b IT |
|---|---|---|
| LMArena Non-English | 1475 | 1052 |
| LMArena Chinese | 1528 | 1060 |
| LMArena French | 1488 | 1064 |
| LMArena German | 1491 | 1054 |
| LMArena Japanese | 1494 | 971 |
| LMArena Korean | 1458 | 988 |
| LMArena Russian | 1496 | 1046 |
| LMArena Spanish | 1480 | 1049 |
Instruction Following Gemini 3.1 Pro Preview leads
Gemini 3.1 Pro Preview: 77.1 (#31), Gemma 1.1 7b IT: 54.3 (#278)
| Benchmark | Gemini 3.1 Pro Preview | Gemma 1.1 7b IT |
|---|---|---|
| LMArena Instruction Following | 1465 | 1057 |
Long Context Gemini 3.1 Pro Preview leads
Gemini 3.1 Pro Preview: 47.3 (#17), Gemma 1.1 7b IT: 32.0 (#267)
| Benchmark | Gemini 3.1 Pro Preview | Gemma 1.1 7b IT |
|---|---|---|
| LMArena Longer Query | 1482 | 1056 |
| CL-bench | 20.8% | — |
| CL-bench Life | 16.9% | — |
Writing & Preference Gemini 3.1 Pro Preview leads
Gemini 3.1 Pro Preview: 66.3 (#36), Gemma 1.1 7b IT: 30.6 (#283)
| Benchmark | Gemini 3.1 Pro Preview | Gemma 1.1 7b IT |
|---|---|---|
| LMArena Text | 1480 | 1094 |
| LMArena Creative Writing | 1482 | 1059 |
| LMArena Multi-Turn | 1486 | 1040 |
| EQ-Bench Creative Writing | 1491 | — |
| EQ-Bench 4 | 1142 | — |
Frequently asked questions
Is Gemini 3.1 Pro Preview better than Gemma 1.1 7b IT?
Gemini 3.1 Pro Preview is the stronger model overall, scoring 56.7 to 30.7 on the Noometry Index.
Is Gemini 3.1 Pro Preview or Gemma 1.1 7b IT better for coding?
Gemini 3.1 Pro Preview scores higher on coding benchmarks: 42.7 versus 31.0 in the Noometry coding category.
How many benchmarks do Gemini 3.1 Pro Preview and Gemma 1.1 7b IT share?
17 benchmarks have published results for both models. Gemini 3.1 Pro Preview has 71 scored results on Noometry and Gemma 1.1 7b IT has 19.