Model comparison
Phi 3 Mini 4k Instruct vs Phi-4
Phi-4 is the stronger model overall, scoring 31.2 to 27.9 on the Noometry Index.
Last verified . 26 shared benchmarks.
Summary
- They share 26 benchmarks with published results for both. Phi 3 Mini 4k Instruct scores higher in 1 category and Phi-4 in 7 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in writing & preference, where Phi-4 leads 40.5 to 27.6.
- The biggest single-benchmark swing is LiveBench Math: 15.7% for Phi 3 Mini 4k Instruct and 42% for Phi-4.
Side by side
| Phi 3 Mini 4k Instruct | Phi-4 | |
|---|---|---|
| Provider | Microsoft | Microsoft |
| Noometry Index | 27.9 | 31.2 |
| Released | 2024-04-23 | 2024-12-11 |
| Weights | Open | Open |
| Context window | — | 128K |
| Max output | — | 4K |
| Input $ / M tokens | — | $0.07 |
| Output $ / M tokens | — | $0.14 |
| Results tracked | 35 | 37 |
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Category by category
Coding Phi-4 leads
Phi 3 Mini 4k Instruct: 26.6 (#323), Phi-4: 34.4 (#239)
| Benchmark | Phi 3 Mini 4k Instruct | Phi-4 |
|---|---|---|
| LiveBench Coding | 15.5% | 30.7% |
| LMArena Coding | 1093 | 1231 |
| BigCodeBench Instruct | — | 45.5% |
| BigCodeBench Complete | — | 55.4% |
| HumanEval+ | 59.1% | — |
| MBPP+ | 54.2% | — |
Agentic & Tool Use Not comparable
Phi 3 Mini 4k Instruct: —, Phi-4: 22.8 (#128)
| Benchmark | Phi 3 Mini 4k Instruct | Phi-4 |
|---|---|---|
| Berkeley Function Calling Leaderboard | — | 28.8% |
| BALROG | — | 11.6% |
Reasoning Phi-4 leads
Phi 3 Mini 4k Instruct: 14.1 (#328), Phi-4: 17.7 (#291)
| Benchmark | Phi 3 Mini 4k Instruct | Phi-4 |
|---|---|---|
| Chess Puzzles | 0% | 1% |
| LiveBench Reasoning | 26.8% | 47.8% |
| LMArena Hard Prompts | 1072 | 1220 |
| LiveBench Data Analysis | 34.7% | 45.2% |
| LiveBench | 22.4% | 41.6% |
| Adversarial NLI | 52.8% | — |
| BIG-Bench Hard | 71.7% | — |
| Epoch Capabilities Index | — | 130.42 |
| HellaSwag | 76.7% | — |
| WinoGrande | 70.8% | — |
Math Phi 3 Mini 4k Instruct leads
Phi 3 Mini 4k Instruct: 26.6 (#257), Phi-4: 20.8 (#285)
| Benchmark | Phi 3 Mini 4k Instruct | Phi-4 |
|---|---|---|
| LiveBench Math | 15.7% | 42% |
| LMArena Math | 1111 | 1246 |
| OTIS Mock AIME 2024-2025 | — | 13.8% |
| MATH Level 5 | — | 64.9% |
Knowledge Phi-4 leads
Phi 3 Mini 4k Instruct: 28.5 (#246), Phi-4: 32.6 (#209)
| Benchmark | Phi 3 Mini 4k Instruct | Phi-4 |
|---|---|---|
| LMArena Expert | 1045 | 1203 |
| MMLU | 68.8% | 84.8% |
| GPQA Diamond | — | 56.1% |
| Confabulations | — | 29.4% |
| Vectara Hallucination Rate | — | 3.7% |
| ARC (AI2) Challenge | 84.9% | — |
| OpenBookQA | 88% | — |
| TriviaQA | 64% | — |
Multilingual Phi-4 leads
Phi 3 Mini 4k Instruct: 26.3 (#280), Phi-4: 37.2 (#237)
| Benchmark | Phi 3 Mini 4k Instruct | Phi-4 |
|---|---|---|
| LMArena Non-English | 1021 | 1197 |
| LMArena Chinese | 1021 | 1212 |
| LMArena French | 1076 | 1224 |
| LMArena German | 1044 | 1222 |
| LMArena Japanese | 935 | 1158 |
| LMArena Korean | 905 | 1151 |
| LMArena Russian | 1022 | 1209 |
| LMArena Spanish | 1085 | 1234 |
Instruction Following Phi-4 leads
Phi 3 Mini 4k Instruct: 47.7 (#303), Phi-4: 60.4 (#251)
| Benchmark | Phi 3 Mini 4k Instruct | Phi-4 |
|---|---|---|
| LiveBench Instruction Following | 39.1% | 58.4% |
| LMArena Instruction Following | 1053 | 1201 |
Long Context Phi-4 leads
Phi 3 Mini 4k Instruct: 31.7 (#276), Phi-4: 36.9 (#226)
| Benchmark | Phi 3 Mini 4k Instruct | Phi-4 |
|---|---|---|
| LMArena Longer Query | 1044 | 1217 |
Writing & Preference Phi-4 leads
Phi 3 Mini 4k Instruct: 27.6 (#300), Phi-4: 40.5 (#244)
| Benchmark | Phi 3 Mini 4k Instruct | Phi-4 |
|---|---|---|
| LMArena Text | 1073 | 1217 |
| LMArena Creative Writing | 1037 | 1182 |
| LMArena Multi-Turn | 1018 | 1206 |
| LiveBench Language | 9.2% | 25.6% |
| Short-Story Creative Writing | — | 62.6% |
Frequently asked questions
Is Phi 3 Mini 4k Instruct better than Phi-4?
Phi-4 is the stronger model overall, scoring 31.2 to 27.9 on the Noometry Index.
Is Phi 3 Mini 4k Instruct or Phi-4 better for coding?
Phi-4 scores higher on coding benchmarks: 34.4 versus 26.6 in the Noometry coding category.
How many benchmarks do Phi 3 Mini 4k Instruct and Phi-4 share?
26 benchmarks have published results for both models. Phi 3 Mini 4k Instruct has 35 scored results on Noometry and Phi-4 has 37.