Update README.md

README.md

@@ -54,10 +54,19 @@ The following hyperparameters were used during training:
 | 0.4482        | 1.0   | 1428 | 0.3295          | 0.8758   |
 
 ```
+2-4 fake words at the end (like training set):
 Can save 90% of coherent strings by discarding 82% of dp strings (cutoff is -67.26065874099731)
 Can save 95% of coherent strings by discarding 72% of dp strings (cutoff is -88.40824365615845)
 Can save 98% of coherent strings by discarding 62% of dp strings (cutoff is -95.06730437278748)
 Can save 99% of coherent strings by discarding 54% of dp strings (cutoff is -97.79982566833496)
+
+1 fake word at the end:
+Can save 90% of coherent strings by discarding 48% of dp strings (cutoff is -77.83336043357849)
+Can save 95% of coherent strings by discarding 30% of dp strings (cutoff is -92.52431392669678)
+Can save 98% of coherent strings by discarding 26% of dp strings (cutoff is -95.45100927352905)
+Can save 99% of coherent strings by discarding 21% of dp strings (cutoff is -97.32990860939026)
+
+Examples (2-4 fake words):
 My only problem (s) have to do with  ==>  coherent: 99.12%
 My only problem (s) to cheer them personally  ==>  dp: 99.69%
 (in small text) crazy utahraptor  ==>  coherent: 88.54%
@@ -100,6 +109,50 @@ I had a friend (female) who dated her roommate (also female)  ==>  coherent: 98.
 I had a friend (female) who dated her roommate, je suis grand  ==>  dp: 97.52%
 Yes... TOO BAD INDEED  ==>  dp: 93.13%
 Yes... TOO MANY YEARS  ==>  coherent: 65.94%
+
+Examples (1 fake word):
+My only problem (s) have to do with you  ==>  dp: 83.54%
+My only problem (s) have to do with no  ==>  dp: 53.68%
+(in small text  ==>  coherent: 93.38%
+(in small changes  ==>  dp: 97.64%
+Well, I've made up my own joke to get him today. All I need to do is "  ==>  coherent: 77.98%
+Well, I've made up my own joke to get him today. All I need to do is already  ==>  dp: 97.05%
+I will be immortalized by kicking an evil kangaroo  ==>  coherent: 92.81%
+I will be immortalized by kicking an evil!  ==>  dp: 99.50%
+Aw shoot, I was supposed  ==>  coherent: 98.61%
+Aw shoot, I was how  ==>  dp: 99.55%
+Get it? Because CRIME DOESN'T PAY!! Listen, my story has both a hilarious twist ending and also  ==>  coherent: 99.64%
+Get it? Because CRIME DOESN'T PAY!! Listen, my story has both a hilarious twist ending and genders  ==>  dp: 88.29%
+Utahraptor!! DON'T LISTEN TO MY  ==>  coherent: 94.44%
+Utahraptor!! DON'T LISTEN TO THE  ==>  coherent: 97.86%
+Doesn't exist in my mouth, that is!! Because it's too  ==>  coherent: 96.91%
+Doesn't exist in my mouth, that is!! Because it's Well  ==>  dp: 97.87%
+Now, HERE'S how putting the things  ==>  dp: 97.33%
+Now, HERE'S how putting the wall  ==>  dp: 87.15%
+But I am a rock  ==>  coherent: 52.13%
+But I am a time  ==>  dp: 93.86%
+But I have a solution to make them interesting again: all you need is  ==>  coherent: 99.83%
+But I have a solution to make them interesting again: all you need to  ==>  coherent: 99.81%
+At that point, there's a sequence of six nines in a row, and his joke was that he'd like to memorize pi up to that point, so that when reciting he could end with "9,9,9  ==>  coherent: 99.95%
+At that point, there's a sequence of six nines in a row, and his joke was that he'd like to memorize pi up to that point, so that when reciting he could end with "9,9, and  ==>  coherent: 95.76%
+This is definitely  ==>  coherent: 89.56%
+This is especially  ==>  coherent: 98.87%
+" Your mouth is full of cockroaches: many of them are dead, but those that  ==>  coherent: 99.96%
+" Your mouth is full of cockroaches: many of them are dead, but those taste  ==>  dp: 78.53%
+Excuse me, sexual congress? Everyone  ==>  dp: 94.45%
+Excuse me, sexual congress? "  ==>  dp: 91.74%
+Sony is going to write swears  ==>  coherent: 74.56%
+Sony is going to write that  ==>  dp: 98.15%
+Beginning with the  ==>  coherent: 84.62%
+Beginning with!  ==>  dp: 98.17%
+Is there any greater meaning -to  ==>  dp: 61.69%
+Is there any greater meaning -Rex  ==>  dp: 99.31%
+I've also got steaks AND pork chops  ==>  coherent: 99.84%
+I've also got steaks AND pork meat  ==>  coherent: 95.80%
+I had a friend (female  ==>  coherent: 85.77%
+I had a friend (on  ==>  coherent: 57.30%
+Yes... TOO  ==>  dp: 77.83%
+Yes... All  ==>  dp: 67.88%
 ```
 
 ### Framework versions