Key Specifications
| Vendor | other |
|---|
| Version | phi-3-small |
|---|
| Release Date | 2024-05-21 |
|---|
| Context Window | 8192 tokens |
|---|
| Input Modalities | text |
|---|
| Output Modalities | text |
|---|
| License | MIT |
|---|
| Documentation | https://huggingface.co/models |
|---|
Benchmark Performance
| Benchmark | Score | Unit | Evaluated At | Notes | Source |
|---|
| MMLU | 71.8 | % | 2024-05-21 | 5-shot | view |
| HUMANEVAL | 68.3 | pass@1 | 2024-05-21 | — | view |
| GSM8K | 62.7 | % | 2024-05-21 | 0-shot CoT | view |
| MATH | 43.5 | % | 2024-05-21 | 0-shot CoT | view |
| BBH | 71.8 | % | 2024-05-21 | 3-shot CoT | view |
| GPQA | 30.9 | % | 2024-05-21 | 0-shot | view |
| IFEVAL | 61 | % | 2024-05-21 | prompt_strict | view |
| ARC | 89.6 | % | 2024-05-21 | challenge | view |
| MUSR | 36.5 | % | 2024-05-21 | 0-shot | view |
| WINOGRANDE | 74.9 | % | 2024-05-21 | 0-shot | view |
Pricing
| Tier | Price | Currency |
|---|
| Input | $0.15 / Mtok | USD |
| Output | $0.15 / Mtok | USD |
| Cache Read | $0 / Mtok | USD |
| Cache Write | $0 / Mtok | USD |
Source:
https://huggingface.co/models
· as of 2024-05-21
Compliance
- Data Residency: self-host
- SOC2: ✗
- HIPAA: ✗
- GDPR: ✗
- ISO 27001: ✗
Phi-3 Small
Visão geral do modelo
Microsoft Phi-3 Small 7.4B 模型, 8K 上下文, 在 7B 规模上推理能力突出, 适合移动设备部署。
Especificações principais
| Fornecedor | Versão | Data de lançamento | Janela de contexto | Modalidades de entrada | Modalidades de saída | Licença |
|---|
| Other | phi-3-small | 2024-05-21 | 8K | text | text | MIT |
Desempenho em benchmarks
| Benchmark | Pontuação | Unidade | Notas |
|---|
| MMLU (Massive Multitask Language Understanding) | 71.8 | % | 5-shot |
| HumanEval | 68.3 | pass@1 | — |
| GSM8K (Grade School Math 8K) | 62.7 | % | 0-shot CoT |
| MATH | 43.5 | % | 0-shot CoT |
| BBH (BIG-Bench Hard) | 71.8 | % | 3-shot CoT |
| GPQA | 30.9 | % | 0-shot |
| IFEval | 61.0 | % | prompt_strict |
| ARC | 89.6 | % | challenge |
| MUSR | 36.5 | % | 0-shot |
| WinoGrande | 74.9 | % | 0-shot |
Preços
| Entrada | Saída | Leitura de cache | Escrita de cache |
|---|
| — | — | — | — |
por milhão de tokens
Pontos fortes
Pontos fracos
- 闭源专有模型，不支持自托管。
- 上下文窗口 8K 偏小。
Casos de uso
Referências