Update README.md

README.md

@@ -28,21 +28,21 @@ The initial weigths were from the [google/pegasus-reddit_tifu](https://huggingfa
 
 ## Training procedure
 
-Used the _example/seq2seq/run_summarization.py_ script from the transformers source _4.5.0dev0_.
+Used the example/seq2seq/run_summarization.py script from the transformers source 4.5.0dev0.
 
-  n_epochs: 3,\\
-  batch_size: 4, \\
-  max_source_length: 512,\\
+  n_epochs: 3,\
+  batch_size: 4, \
+  max_source_length: 512,\
   max_target_length: 128
 
 ## Eval results
 
-  eval_gen_len: 35.89,\\
-  eval_loss: 1.3807392120361328,\\
-  eval_rouge1: 47.3372,\\
-  eval_rouge2: 24.4728,\\
-  eval_rougeL: 37.9078,\\
-  eval_rougeLsum: 43.5744,\\
+  eval_gen_len: 35.89,\
+  eval_loss: 1.3807392120361328,\
+  eval_rouge1: 47.3372,\
+  eval_rouge2: 24.4728,\
+  eval_rougeL: 37.9078,\
+  eval_rougeLsum: 43.5744,\
   eval_samples_per_second: 2.814
   
 ## Example
@@ -54,12 +54,12 @@ Used the _example/seq2seq/run_summarization.py_ script from the transformers sou
   tokenizer = PegasusTokenizer.from_pretrained(model_name)
   model = PegasusForConditionalGeneration.from_pretrained(model_name)
   
-  src_text = """Carter: Hey Alexis, I just wanted to let you know that I had a really nice time with you tonight.\\r\
-  Alexis: Thanks Carter. Yeah, I really enjoyed myself as well.\\r\
-  Carter: If you are up for it, I would really like to see you again soon.\\r\
-  Alexis: Thanks Carter, I'm flattered. But I have a really busy week coming up.\\r\
-  Carter: Yeah, no worries. I totally understand. But if you ever want to go grab dinner again, just let me know.\\r\
-  Alexis: Yeah of course. Thanks again for tonight. Carter: Sure. Have a great night.\\r\
+  src_text = """Carter: Hey Alexis, I just wanted to let you know that I had a really nice time with you tonight.\\\\r\\
+  Alexis: Thanks Carter. Yeah, I really enjoyed myself as well.\\\\r\\
+  Carter: If you are up for it, I would really like to see you again soon.\\\\r\\
+  Alexis: Thanks Carter, I'm flattered. But I have a really busy week coming up.\\\\r\\
+  Carter: Yeah, no worries. I totally understand. But if you ever want to go grab dinner again, just let me know.\\\\r\\
+  Alexis: Yeah of course. Thanks again for tonight. Carter: Sure. Have a great night.\\\\r\\
   """
   
   token_params = dict(max_length=512, truncation=True, padding='longest', return_tensors="pt")