Phi-4 vs Qwen2.5 14B: Benchmark Comparison
Detailed comparison of Phi-4 and Qwen2.5 14B covering benchmarks, pricing, context window, and compliance.
Key Specifications
| Specification | Phi-4 | Qwen2.5 14B |
|---|---|---|
| Vendor | other | alibaba |
| Version | phi-4 | 2.5-14b |
| Release Date | 2024-12-12 | 2024-09-19 |
| Context Window | 16384 tokens | 131072 tokens |
| Input Modalities | text | text |
| Output Modalities | text | text |
| License | MIT | Qwen License |
| SOC2 | ✗ | ✗ |
| HIPAA | ✗ | ✗ |
| GDPR | ✗ | ✗ |
| ISO 27001 | ✗ | ✗ |
Benchmark Results
| Benchmark | Phi-4 | Qwen2.5 14B | Winner |
|---|---|---|---|
| ARC | 85.1 | 94.2 | Qwen2.5 14B |
| BBH | 66.9 | 72.2 | Qwen2.5 14B |
| GPQA | 30.1 | 44.5 | Qwen2.5 14B |
| GSM8K | 71.1 | 84 | Qwen2.5 14B |
| HUMANEVAL | 62.8 | 72 | Qwen2.5 14B |
| IFEVAL | 59.6 | 74.1 | Qwen2.5 14B |
| MATH | 39.6 | 38.8 | Phi-4 |
| MMLU | 69.2 | 75.4 | Qwen2.5 14B |
| MUSR | 38.6 | 50.5 | Qwen2.5 14B |
| WINOGRANDE | 78.3 | 84.7 | Qwen2.5 14B |
Pricing Comparison
| Tier (per Mtok) | Phi-4 | Qwen2.5 14B |
|---|---|---|
| Input | $0.15 | $0.25 |
| Output | $0.15 | $0.35 |
| Cache Read | $0 | $0 |
| Cache Write | $0 | $0 |
Phi-4 ضد Qwen2.5 14B
نظرة عامة على النموذج
Phi-4 and Qwen2.5 14B are both notable options in the AI model market. This page compares their benchmarks, pricing, and compliance.
المواصفات الرئيسية
| المزود | تاريخ الإصدار | نافذة السياق | الترخيص |
|---|---|---|---|
| Other / Alibaba | 2024-12-12 / 2024-09-19 | 16K / 131K | MIT / Qwen License |
أداء المعايير
| المعيار | Phi-4 | Qwen2.5 14B | الفائز |
|---|---|---|---|
| ARC | 85.1 | 94.2 | B |
| BBH (BIG-Bench Hard) | 66.9 | 72.2 | B |
| GPQA | 30.1 | 44.5 | B |
| GSM8K (Grade School Math 8K) | 71.1 | 84.0 | B |
| HumanEval | 62.8 | 72.0 | B |
| IFEval | 59.6 | 74.1 | B |
| MATH | 39.6 | 38.8 | A |
| MMLU (Massive Multitask Language Understanding) | 69.2 | 75.4 | B |
| MUSR | 38.6 | 50.5 | B |
| WinoGrande | 78.3 | 84.7 | B |
مقارنة الأسعار
| الإدخال | الإخراج | قراءة الذاكرة المؤقتة | كتابة الذاكرة المؤقتة |
|---|---|---|---|
| — / — | — / — | — / — | — / — |
لكل مليون رمز — A / B
نقاط القوة & نقاط الضعف
Phi-4
- ✅ 可靠的通用模型。
- ⚠️ 闭源专有模型，不支持自托管。
- ⚠️ 上下文窗口 16K 偏小。
Qwen2.5 14B
- ✅ 可靠的通用模型。
- ⚠️ 闭源专有模型，不支持自托管。
رأي المحرر
Phi-4 and Qwen2.5 14B each have their strengths. Choose based on workload (code, long context, vision), referencing the tables above.
الأسئلة الشائعة
Which model is better for coding tasks?
Refer to the HumanEval benchmark table; the model with a higher score is better suited for coding tasks.
Which model is cheaper?
Refer to the pricing comparison table above; the model with lower input/output prices is more cost-effective.
Which has a longer context window?
Refer to the key specifications table; the model with a larger context window is better for long documents.
المراجع
Editor's Take
See Editor's Take section.