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@@ -36,7 +36,7 @@ print(summarizer(ARTICLE, max_length=1000, min_length=30, do_sample=False))
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  ### Examples
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- First three paragraphs of one of Winston Churchill's speeches summarized by
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  - [Falconsai/text_summarization](https://huggingface.co/Falconsai/text_summarization) (before finetune)
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  - This model (after finetune)
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@@ -68,6 +68,7 @@ the German eruption swept around the armies of the north, cutting off all commun
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  <details>
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  <summary>Paragraph 3</summary>
 
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  **Original text:**
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  I have said this armoured scythe-stroke almost reached Dunkirk—almost but not quite. Boulogne and Calais were the scenes of desperate fighting. The Guards defended Boulogne for a while and were then withdrawn by orders from this country. The Rifle Brigade, the 60th Rifles, and the Queen Victoria's Rifles, with a battalion of British tanks and 1,000 Frenchmen, in all about 4,000 strong, defended Calais to the last. The British Brigadier was given an hour to surrender. He spurned the offer, and four days of intense street fighting passed before silence reigned over Calais, which marked the end of a memorable resistance. Only 30 unwounded survivors were brought off by the Navy and we do not know the fate of their comrades. Their sacrifice, however, was not in vain. At least two armoured divisions, which otherwise would have been turned against the British Expeditionary Force, had to be sent to overcome them. They have added another page to the glories of the Light Division, and the time gained enabled the Graveline waterlines to be flooded and to be held by the French troops.
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  ### Examples
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+ First three paragraphs of [one of Winston Churchill's speeches](https://en.wikisource.org/wiki/We_shall_fight_on_the_beaches) summarized by
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  - [Falconsai/text_summarization](https://huggingface.co/Falconsai/text_summarization) (before finetune)
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  - This model (after finetune)
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  <details>
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  <summary>Paragraph 3</summary>
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+
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  **Original text:**
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  I have said this armoured scythe-stroke almost reached Dunkirk—almost but not quite. Boulogne and Calais were the scenes of desperate fighting. The Guards defended Boulogne for a while and were then withdrawn by orders from this country. The Rifle Brigade, the 60th Rifles, and the Queen Victoria's Rifles, with a battalion of British tanks and 1,000 Frenchmen, in all about 4,000 strong, defended Calais to the last. The British Brigadier was given an hour to surrender. He spurned the offer, and four days of intense street fighting passed before silence reigned over Calais, which marked the end of a memorable resistance. Only 30 unwounded survivors were brought off by the Navy and we do not know the fate of their comrades. Their sacrifice, however, was not in vain. At least two armoured divisions, which otherwise would have been turned against the British Expeditionary Force, had to be sent to overcome them. They have added another page to the glories of the Light Division, and the time gained enabled the Graveline waterlines to be flooded and to be held by the French troops.
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