Model comparison
Gemini 3.1 Flash Lite vs Phi 3 Mini 4k Instruct
Gemini 3.1 Flash Lite is the stronger model overall, scoring 40.8 to 27.9 on the Noometry Index.
Last verified . 18 shared benchmarks.
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MicrosoftSummary
- They share 18 benchmarks with published results for both. Gemini 3.1 Flash Lite scores higher in 8 categories and Phi 3 Mini 4k Instruct in 0 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in writing & preference, where Gemini 3.1 Flash Lite leads 60.9 to 27.6.
- The biggest single-benchmark swing is Chess Puzzles: 25% for Gemini 3.1 Flash Lite and 0% for Phi 3 Mini 4k Instruct.
- Phi 3 Mini 4k Instruct has downloadable open weights; the other is API-only.
Side by side
| Gemini 3.1 Flash Lite | Phi 3 Mini 4k Instruct | |
|---|---|---|
| Provider | Microsoft | |
| Noometry Index | 40.8 | 27.9 |
| Released | 2026-03-03 | 2024-04-23 |
| Weights | Proprietary | Open |
| Context window | 1.05M | — |
| Max output | 66K | — |
| Input $ / M tokens | $0.25 | — |
| Output $ / M tokens | $1.50 | — |
| Results tracked | 38 | 35 |
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Category by category
Coding Gemini 3.1 Flash Lite leads
Gemini 3.1 Flash Lite: 37.8 (#188), Phi 3 Mini 4k Instruct: 26.6 (#323)
| Benchmark | Gemini 3.1 Flash Lite | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Coding | 1400 | 1093 |
| LMArena WebDev | 1256 | — |
| SciCode | 41.9% | — |
| WeirdML | 52.2% | — |
| LiveBench Coding | — | 15.5% |
| ALE-Bench | 797.73 | — |
| HumanEval+ | — | 59.1% |
| MBPP+ | — | 54.2% |
Agentic & Tool Use Not comparable
Gemini 3.1 Flash Lite: 30.2 (#79), Phi 3 Mini 4k Instruct: —
| Benchmark | Gemini 3.1 Flash Lite | Phi 3 Mini 4k Instruct |
|---|---|---|
| DeepResearch Bench | 37.3% | — |
Reasoning Gemini 3.1 Flash Lite leads
Gemini 3.1 Flash Lite: 22.9 (#186), Phi 3 Mini 4k Instruct: 14.1 (#328)
| Benchmark | Gemini 3.1 Flash Lite | Phi 3 Mini 4k Instruct |
|---|---|---|
| Chess Puzzles | 25% | 0% |
| LMArena Hard Prompts | 1407 | 1072 |
| Kagi LLM Benchmark | 67.2% | — |
| NYT Connections (extended) | 8.2% | — |
| CritPt | 1.1% | — |
| EnigmaEval | 3% | — |
| Thematic Generalization | 63.3% | — |
| LiveBench Reasoning | — | 26.8% |
| DTBench | 76.8% | — |
| LiveBench Data Analysis | — | 34.7% |
| LMCA | 35% | — |
| Adversarial NLI | — | 52.8% |
| BIG-Bench Hard | — | 71.7% |
| Epoch Capabilities Index | 144.47 | — |
| ForecastBench | 54.4 | — |
| HellaSwag | — | 76.7% |
| LiveBench | — | 22.4% |
| WinoGrande | — | 70.8% |
Math Gemini 3.1 Flash Lite leads
Gemini 3.1 Flash Lite: 40.7 (#90), Phi 3 Mini 4k Instruct: 26.6 (#257)
| Benchmark | Gemini 3.1 Flash Lite | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Math | 1428 | 1111 |
| FrontierMath (Tiers 1-3) | 27.7% | — |
| OTIS Mock AIME 2024-2025 | 80% | — |
| LiveBench Math | — | 15.7% |
Knowledge Gemini 3.1 Flash Lite leads
Gemini 3.1 Flash Lite: 41.9 (#104), Phi 3 Mini 4k Instruct: 28.5 (#246)
| Benchmark | Gemini 3.1 Flash Lite | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Expert | 1398 | 1045 |
| GPQA Diamond | 81.8% | — |
| Humanity's Last Exam | 8.6% | — |
| Vectara Hallucination Rate | 8.2% | — |
| ARC (AI2) Challenge | — | 84.9% |
| MMLU | — | 68.8% |
| OpenBookQA | — | 88% |
| TriviaQA | — | 64% |
Multimodal Not comparable
Gemini 3.1 Flash Lite: 39.4 (#60), Phi 3 Mini 4k Instruct: —
| Benchmark | Gemini 3.1 Flash Lite | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Vision | 1240 | — |
Multilingual Gemini 3.1 Flash Lite leads
Gemini 3.1 Flash Lite: 52.3 (#86), Phi 3 Mini 4k Instruct: 26.3 (#280)
| Benchmark | Gemini 3.1 Flash Lite | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Non-English | 1411 | 1021 |
| LMArena Chinese | 1461 | 1021 |
| LMArena French | 1424 | 1076 |
| LMArena German | 1429 | 1044 |
| LMArena Japanese | 1413 | 935 |
| LMArena Korean | 1392 | 905 |
| LMArena Russian | 1420 | 1022 |
| LMArena Spanish | 1421 | 1085 |
Instruction Following Gemini 3.1 Flash Lite leads
Gemini 3.1 Flash Lite: 72.7 (#131), Phi 3 Mini 4k Instruct: 47.7 (#303)
| Benchmark | Gemini 3.1 Flash Lite | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Instruction Following | 1377 | 1053 |
| LiveBench Instruction Following | — | 39.1% |
Long Context Gemini 3.1 Flash Lite leads
Gemini 3.1 Flash Lite: 42.5 (#122), Phi 3 Mini 4k Instruct: 31.7 (#276)
| Benchmark | Gemini 3.1 Flash Lite | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Longer Query | 1394 | 1044 |
Writing & Preference Gemini 3.1 Flash Lite leads
Gemini 3.1 Flash Lite: 60.9 (#94), Phi 3 Mini 4k Instruct: 27.6 (#300)
| Benchmark | Gemini 3.1 Flash Lite | Phi 3 Mini 4k Instruct |
|---|---|---|
| LMArena Text | 1416 | 1073 |
| LMArena Creative Writing | 1401 | 1037 |
| LMArena Multi-Turn | 1417 | 1018 |
| LiveBench Language | — | 9.2% |
Frequently asked questions
Is Gemini 3.1 Flash Lite better than Phi 3 Mini 4k Instruct?
Gemini 3.1 Flash Lite is the stronger model overall, scoring 40.8 to 27.9 on the Noometry Index.
Is Gemini 3.1 Flash Lite or Phi 3 Mini 4k Instruct better for coding?
Gemini 3.1 Flash Lite scores higher on coding benchmarks: 37.8 versus 26.6 in the Noometry coding category.
How many benchmarks do Gemini 3.1 Flash Lite and Phi 3 Mini 4k Instruct share?
18 benchmarks have published results for both models. Gemini 3.1 Flash Lite has 38 scored results on Noometry and Phi 3 Mini 4k Instruct has 35.