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docs/compare_with_phi-3_vision.md
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@@ -18,9 +18,9 @@ With int4 quantization, MiniCPM-Llama3-V 2.5 delivers smooth inference with only
## Model Size and Peformance （模型参数和性能）
In most benchmarks, MiniCPM-Llama3-V 2.5 achieves **better performance** compared with Phi-3-vision-128K-Instruct.
In most benchmarks, MiniCPM-Llama3-V 2.5 achieves **better performance** compared with Phi-3-vision-128K-Instruct. Moreover, MiniCPM-Llama3-V 2.5 also exhibits **lower latency and better throughtput even without quantization**.
在大多数评测集上， MiniCPM-Llama3-V 2.5 相比于 Phi-3-vision-128K-Instruct 都展现出了**更优的性能表现**.
在大多数评测集上， MiniCPM-Llama3-V 2.5 相比于 Phi-3-vision-128K-Instruct 都展现出了**更优的性能表现**。 即使未经量化，MiniCPM-Llama3-V 2.5 的**推理延迟和吞吐率也都更具优势**。
| | Phi-3-vision-128K-Instruct | MiniCPM-Llama3-V 2.5|
|:-|:----------:|:-------------------:|