Model comparison
Gemini 3.1 Pro Preview vs Phi-1.5
Gemini 3.1 Pro Preview has enough public results to be ranked (#23); Phi-1.5 does not yet, so treat this comparison as directional.
Last verified . 1 shared benchmarks.
Google
MicrosoftSummary
- They share 1 benchmark with published results for both.
- Phi-1.5 has downloadable open weights; the other is API-only.
Side by side
| Gemini 3.1 Pro Preview | Phi-1.5 | |
|---|---|---|
| Provider | Microsoft | |
| Noometry Index | 56.7 | — |
| Released | 2026-02-19 | 2023-09-11 |
| Weights | Proprietary | Open |
| Context window | 1.05M | — |
| Max output | 66K | — |
| Input $ / M tokens | $2 | — |
| Output $ / M tokens | $12 | — |
| Results tracked | 71 | 7 |
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Category by category
Coding Not comparable
Gemini 3.1 Pro Preview: 42.5 (#99), Phi-1.5: —
| Benchmark | Gemini 3.1 Pro Preview | Phi-1.5 |
|---|---|---|
| SWE-bench Verified | 75.6% | — |
| DeepSWE | 11.7% | — |
| LMArena WebDev | 1447 | — |
| SciCode | 58.9% | — |
| GSO | 22.6% | — |
| WeirdML | 72.1% | — |
| LMArena Coding | 1484 | — |
| MirrorCode | 8.9% | — |
| ALE-Bench | 1,161 | — |
| AlgoTune | 2.02 | — |
Agentic & Tool Use Not comparable
Gemini 3.1 Pro Preview: 37.7 (#34), Phi-1.5: —
| Benchmark | Gemini 3.1 Pro Preview | Phi-1.5 |
|---|---|---|
| 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 Not comparable
Gemini 3.1 Pro Preview: 71.7 (#12), Phi-1.5: —
| Benchmark | Gemini 3.1 Pro Preview | Phi-1.5 |
|---|---|---|
| Epoch Capabilities Index | 154.77 | 91.53 |
| 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% | — |
| LMArena Hard Prompts | 1485 | — |
| Mystery Game Puzzles | 34% | — |
| DTBench | 97.1% | — |
| LMCA | 53.8% | — |
| ForecastBench | 59 | — |
| HellaSwag | — | 47.6% |
| WinoGrande | — | 73.4% |
Math Not comparable
Gemini 3.1 Pro Preview: 62.1 (#34), Phi-1.5: —
| Benchmark | Gemini 3.1 Pro Preview | Phi-1.5 |
|---|---|---|
| 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% | — |
| LMArena Math | 1485 | — |
| FrontierMath (Feb 2025 set) | 36.9% | — |
| FrontierMath Tier 4 (v1) | 16.7% | — |
Knowledge Not comparable
Gemini 3.1 Pro Preview: 71.8 (#3), Phi-1.5: —
| Benchmark | Gemini 3.1 Pro Preview | Phi-1.5 |
|---|---|---|
| GPQA Diamond | 94.4% | — |
| Humanity's Last Exam | 46.4% | — |
| SimpleQA Verified | 73.5% | — |
| Vectara Hallucination Rate | 10.4% | — |
| LMArena Expert | 1485 | — |
| ARC (AI2) Challenge | — | 44.4% |
| BoolQ | — | 75.8% |
| MMLU | — | 37.6% |
| OpenBookQA | — | 37.2% |
Multimodal Not comparable
Gemini 3.1 Pro Preview: 37.9 (#69), Phi-1.5: —
| Benchmark | Gemini 3.1 Pro Preview | Phi-1.5 |
|---|---|---|
| LMArena Vision | 1296 | — |
| Blueprint-Bench 2 | 26.5% | — |
| Furniture Assembly | 26.7% | — |
| LMArena Document | 1444 | — |
Multilingual Not comparable
Gemini 3.1 Pro Preview: 57.0 (#12), Phi-1.5: —
| Benchmark | Gemini 3.1 Pro Preview | Phi-1.5 |
|---|---|---|
| LMArena Non-English | 1477 | — |
| LMArena Chinese | 1529 | — |
| LMArena French | 1487 | — |
| LMArena German | 1491 | — |
| LMArena Japanese | 1493 | — |
| LMArena Korean | 1455 | — |
| LMArena Russian | 1498 | — |
| LMArena Spanish | 1479 | — |
Instruction Following Not comparable
Gemini 3.1 Pro Preview: 77.0 (#32), Phi-1.5: —
| Benchmark | Gemini 3.1 Pro Preview | Phi-1.5 |
|---|---|---|
| LMArena Instruction Following | 1466 | — |
Long Context Not comparable
Gemini 3.1 Pro Preview: 47.4 (#18), Phi-1.5: —
| Benchmark | Gemini 3.1 Pro Preview | Phi-1.5 |
|---|---|---|
| CL-bench | 20.8% | — |
| CL-bench Life | 16.9% | — |
| LMArena Longer Query | 1483 | — |
Writing & Preference Not comparable
Gemini 3.1 Pro Preview: 66.1 (#37), Phi-1.5: —
| Benchmark | Gemini 3.1 Pro Preview | Phi-1.5 |
|---|---|---|
| LMArena Text | 1481 | — |
| LMArena Creative Writing | 1482 | — |
| EQ-Bench Creative Writing | 1491 | — |
| EQ-Bench 4 | 1142 | — |
| LMArena Multi-Turn | 1488 | — |
Frequently asked questions
Is Gemini 3.1 Pro Preview better than Phi-1.5?
Gemini 3.1 Pro Preview has enough public results to be ranked (#23); Phi-1.5 does not yet, so treat this comparison as directional.
How many benchmarks do Gemini 3.1 Pro Preview and Phi-1.5 share?
1 benchmark has published results for both models. Gemini 3.1 Pro Preview has 71 scored results on Noometry and Phi-1.5 has 7.