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@@ -50,7 +50,7 @@ From the moment that the French defences at Sedan and on the Meuse were broken a
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  The French Command hoped they would be able to close the gap, and the Armies of the north were under their orders . a retirement of this kind would have involved almost certainly the destruction of the fine Belgian Army of over 20 divisions and the abandonment of the whole of Belgium .
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  **After finetune:**
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- The French and French Armies of the north were unable to close the gap, but a retirement of the Belgian Army would have led to the destruction of the fine Belgian army and the abandonment of Belgium.
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  </details>
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  <details>
@@ -63,7 +63,7 @@ However, the German eruption swept like a sharp scythe around the right and rear
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  German eruption swept like a sharp scythe around the right and rear of the Armies of the north . Eight or nine armoured divisions cut off all communications between us and the main French Armies . Behind this onslaught came a number of German divisions in lorries, and behind them again there plodded slowly the dull brute mass of the ordinary German Army and German people .
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  **After finetune:**
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- the German eruption swept around the armies of the north, cutting off all communications between us and the main French Armies, and plodded comparatively slowly the dull brute mass of the ordinary German Army and German people.
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  </details>
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  <details>
@@ -76,7 +76,7 @@ I have said this armoured scythe-stroke almost reached Dunkirk—almost but not
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  Boulogne and Calais were the scenes of desperate fighting . They were withdrawn by orders from this country . The British Brigadier was given an hour to surrender . Only 30 unwounded survivors were brought off by the Navy .
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  **After finetune:**
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- Boulogne and Calais were the scenes of desperate fighting, with the Rifle Brigade and Queen Victoria's Rifles defending them to the last . The British Brigadier was given an hour to surrender, spurning the offer, and silence reigned over the scythe-stroke.
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  </details>
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  ## Training procedure
@@ -97,10 +97,10 @@ The following hyperparameters were used during training:
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  ### Framework versions
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- - Transformers 4.44.2
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- - Pytorch 2.2.2+cu121
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- - Datasets 2.18.0
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- - Tokenizers 0.19.1
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  </details>
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  ## Limitations
 
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  The French Command hoped they would be able to close the gap, and the Armies of the north were under their orders . a retirement of this kind would have involved almost certainly the destruction of the fine Belgian Army of over 20 divisions and the abandonment of the whole of Belgium .
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  **After finetune:**
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+ The French and French Armies of the north were unable to close the gap, but a retirement would have involved the destruction of the Belgian Army and the abandonment of Belgium.
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  </details>
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  <details>
 
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  German eruption swept like a sharp scythe around the right and rear of the Armies of the north . Eight or nine armoured divisions cut off all communications between us and the main French Armies . Behind this onslaught came a number of German divisions in lorries, and behind them again there plodded slowly the dull brute mass of the ordinary German Army and German people .
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  **After finetune:**
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+ the German eruption swept around the armies of the north, cutting off communications between us and the main French Armies, and plodded a number of German divisions in lorries, ploding comparatively slowly the dull brute mass of the ordinary German Army and German people.
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  </details>
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  <details>
 
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  Boulogne and Calais were the scenes of desperate fighting . They were withdrawn by orders from this country . The British Brigadier was given an hour to surrender . Only 30 unwounded survivors were brought off by the Navy .
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  **After finetune:**
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+ Boulogne and Calais were the scenes of desperate fighting in Dunkirk, with the Guards defending them for a while and the British Brigadier being given an hour to surrender.
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  </details>
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  ## Training procedure
 
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  ### Framework versions
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+ - Transformers 4.45.1
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+ - Pytorch 2.4.1+cu121
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+ - Datasets 3.0.1
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+ - Tokenizers 0.20.0
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  </details>
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  ## Limitations