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README.md

@@ -26,7 +26,7 @@ metrics:
 
 An OCR model for the built-in **PHPWind forum captcha** (4 digits). Fully local inference, no external API, 4 MB ONNX model.
 
-**中文**: [README_zh.md](README_zh.md)
+**中文版**: [README_zh.md](README_zh.md)
 
 ![example captcha](assets/example_captcha.png)
 
@@ -62,7 +62,7 @@ print(solve("captcha.png"))   # e.g. "9125"
 
 ### Go (onnxruntime_go)
 
-See [docs/INFERENCE.md](docs/INFERENCE.md).
+See [docs/en/INFERENCE.md](docs/en/INFERENCE.md).
 
 ## I/O Specification
 
@@ -75,7 +75,7 @@ See [docs/INFERENCE.md](docs/INFERENCE.md).
 
 ## Evaluation
 
-Evaluated against **real forum logins** (login success = correct recognition). Details in [docs/EVALUATION.md](docs/EVALUATION.md).
+Evaluated against **real forum logins** (login success = correct recognition). Details in [docs/en/EVALUATION.md](docs/en/EVALUATION.md).
 
 | Metric | Value |
 |---|---|
@@ -89,7 +89,7 @@ Evaluated against **real forum logins** (login success = correct recognition). D
 
 - Data: `data/` (997 labeled images)
 - Script: `scripts/train_fixed.py`
-- Guide: [docs/TRAINING.md](docs/TRAINING.md)
+- Guide: [docs/en/TRAINING.md](docs/en/TRAINING.md)
 
 ## Notes