Author's Description
Phi-4-mini-instruct is a lightweight open model built upon synthetic data and filtered publicly available websites - with a focus on high-quality, reasoning dense data. The model belongs to the Phi-4...
Key Specifications
Supported Parameters
This model supports the following parameters:
Features
This model supports the following features:
Performance Summary
Microsoft's Phi-4-mini-instruct demonstrates moderate speed performance, ranking in the 34th percentile across benchmarks. It offers cost-effective solutions, typically providing competitive pricing in the 79th percentile. The model exhibits strong reliability with an 86% success rate, indicating consistent and usable responses. Analysis of benchmark results reveals a mixed performance profile. The model excels in speed for Hallucinations (Baseline), achieving the fastest duration, though its accuracy in this area is low at 68%. However, its accuracy across other critical categories is notably low. It struggles significantly with Email Classification (4% accuracy), Reasoning (12% accuracy), Ethics (52% accuracy), and General Knowledge (58% accuracy). Instruction Following and Coding also show limited accuracy at 27% and 38% respectively. While its cost-effectiveness is a strength, particularly in Hallucinations, Instruction Following, and Reasoning, the model's overall accuracy across most benchmarks suggests significant limitations in its current capabilities for complex tasks.
Model Pricing
Current Pricing
| Feature | Price (per 1M tokens) |
|---|---|
| Prompt | $0.08 |
| Completion | $0.35 |
| Input Cache Read | $0.08 |
Price History
Available Endpoints
| Provider | Endpoint Name | Context Length | Pricing (Input) | Pricing (Output) |
|---|---|---|---|---|
|
WandB
|
WandB | microsoft/phi-4-mini-instruct | 128K | $0.08 / 1M tokens | $0.35 / 1M tokens |
Benchmark Results
| Benchmark | Category | Reasoning | Strategy | Free | Executions | Accuracy | Cost | Duration |
|---|
Other Models by microsoft
|
|
Released | Params | Context |
|
Speed | Ability | Cost |
|---|---|---|---|---|---|---|---|
| Microsoft: Phi 4 Reasoning Plus Unavailable | May 01, 2025 | ~14B | 32K |
Text input
Text output
|
★★ | ★★ | $$$$ |
| Microsoft: MAI DS R1 Unavailable | Apr 20, 2025 | — | 163K |
Text input
Text output
|
★★★★ | ★★★★★ | $$ |
| Microsoft: Phi 4 Multimodal Instruct Unavailable | Mar 07, 2025 | ~5.6B | 131K |
Image input
Text input
Text output
|
★★ | ★★ | $$ |
| Microsoft: Phi 4 | Jan 09, 2025 | ~14B | 16K |
Text input
Text output
|
★★★★ | ★★★★ | $$ |
| Microsoft: Phi-3.5 Mini 128K Instruct Unavailable | Aug 20, 2024 | ~3.8B | 128K |
Text input
Text output
|
★ | ★ | $$ |
| Microsoft: Phi-3 Mini 128K Instruct Unavailable | May 25, 2024 | ~3.8B | 128K |
Text input
Text output
|
★★★ | ★★ | $$ |
| Microsoft: Phi-3 Medium 128K Instruct Unavailable | May 23, 2024 | ~14B | 128K |
Text input
Text output
|
★★★ | ★ | $$$$ |
| WizardLM-2 8x22B | Apr 15, 2024 | 22B | 65K |
Text input
Text output
|
★★★ | ★★ | $$$ |