Add model files

README.md

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----
-license: mit
----
+# PyLaia Rimes
+
+## Datasets
+
+Trained on text-lines from the [Rimes 2011 dataset](https://teklia.com/research/rimes-database/).
+
+| split  | N lines |
+|--------|--------:|
+| train  | 10,188  |
+| val    |  1,138  |
+| test   |    778  |
+
+## Results
+
+* Fixed line height: 128 pixels
+* Language model: 6-gram character model trained on the training set with KenLM
+
+| Model             			  | val CER | test CER | val WER | test WER |
+|:--------------------------------|--------:|---------:|--------:|---------:|
+| Model without LM 	              | 4.55  	| 4.53 	   | 14.39   | 15.06    |
+| Model with LM (`weight = 1.5`)  | 3.68    | 3.47 	   | 10.01 	 | 10.20    |

language_model.arpa.gz

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weights.ckpt

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