Update README.md

README.md

@@ -54,6 +54,60 @@ The following hyperparameters were used during training:
 | 0.6763        | 1.0   | 300  | 0.7377          | 0.7529   |
 | 0.419         | 2.0   | 600  | 0.8012          | 0.7706   |
 
+```
+Can save 50% of punchlines by discarding 97% of nonsequiturs (cutoff is 99.31640625)
+Can save 75% of punchlines by discarding 95% of nonsequiturs (cutoff is 91.6015625)
+Can save 90% of punchlines by discarding 77% of nonsequiturs (cutoff is -69.43359375)
+Can save 92% of punchlines by discarding 62% of nonsequiturs (cutoff is -85.400390625)
+Can save 93% of punchlines by discarding 61% of nonsequiturs (cutoff is -87.109375)
+Can save 94% of punchlines by discarding 55% of nonsequiturs (cutoff is -92.28515625)
+Can save 95% of punchlines by discarding 52% of nonsequiturs (cutoff is -94.482421875)
+Can save 98% of punchlines by discarding 8% of nonsequiturs (cutoff is -99.70703125)
+Can save 99% of punchlines by discarding 5% of nonsequiturs (cutoff is -99.8046875)
+
+yor that says I'm not allowed to name anything ever! [SPEAKER] T-REX [LINE] Hah! Shakespeare's already QUITE the character, believe you me!!  ==>  nonsequitur: 88.18%
+the mayor that says I'm not allowed to name anything ever! [SPEAKER] T-REX [LINE] THAT should finally straighten up some things around here!  ==>  real: 95.17%
+SPEAKER] T-REX [LINE] You're welcome! [SPEAKER] T-REX [LINE] Because Utahraptor, it means that today is the first time in history, in ALL OF  ==>  nonsequitur: 96.92%
+rk. [SPEAKER] T-REX [LINE] You're welcome! [SPEAKER] T-REX [LINE] Now, HERE'S how putting the things in my mouth ties in with existence. . .  ==>  real: 80.86%
+reasing in a closed system is so WRONG. So... NAUGHTY. [SPEAKER] T-REX [LINE] Homecare is when doctors or nurses visit you in your own home!  ==>  nonsequitur: 99.90%
+py decreasing in a closed system is so WRONG. So... NAUGHTY. [SPEAKER] T-REX [LINE] Aw, man!! Am I a dude who gets turned on by descrambling  ==>  nonsequitur: 55.22%
+T-REX [LINE] Oh! Yeah, it was nice. We had "chai" tea. [SPEAKER] UTAHRAPTOR [LINE] And...? [SPEAKER] T-REX [LINE] It's a joke that plays off  ==>  nonsequitur: 99.32%
+EX [LINE] Oh! Yeah, it was nice. We had "chai" tea. [SPEAKER] UTAHRAPTOR [LINE] And...? [SPEAKER] T-REX [LINE] And then we had dinosaur sex!  ==>  real: 99.61%
+ent! [SPEAKER] FUTURE T-REX [LINE] Utahraptor! I'm gonna kiss you so much in ten minutes! [SPEAKER] T-REX [LINE] I was gonna do that anyway!  ==>  real: 99.95%
+oment! [SPEAKER] FUTURE T-REX [LINE] Utahraptor! I'm gonna kiss you so much in ten minutes! [SPEAKER] T-REX [LINE] Um - that, ah, wasn't me.  ==>  real: 100.00%
+end in victory... or in fiery death for us both? FIND OUT IN MY NEXT BOOK! [SPEAKER] T-REX [LINE] It's time to shake things up, T-Rex style!  ==>  nonsequitur: 96.97%
+t end in victory... or in fiery death for us both? FIND OUT IN MY NEXT BOOK! [SPEAKER] T-REX [LINE] The book is called, "A Plane Saved Them,  ==>  nonsequitur: 85.40%
+] NARRATOR [LINE] LATER, A LONG TRAIN RIDE HOME: [SPEAKER] T-REX [LINE] I also vacuum as if nobody's going to get their carpets any cleaner!  ==>  nonsequitur: 80.57%
+ [SPEAKER] NARRATOR [LINE] LATER, A LONG TRAIN RIDE HOME: [SPEAKER] T-REX [LINE] "If there was a singular Dickens who had to pee, I would be  ==>  nonsequitur: 97.95%
+with a candle and sang "Happy birthday" to myself, quiet and soft. [SPEAKER] T-REX [LINE] The only downside is that the Dromiceiomimus won't  ==>  nonsequitur: 78.32%
+ce of cake with a candle and sang "Happy birthday" to myself, quiet and soft. [SPEAKER] T-REX [LINE] The waitress gave me the cake for free!  ==>  real: 99.90%
+X [LINE] He probably would!  Man! [SPEAKER] T-REX [LINE] Poor Al! [SPEAKER] T-REX [LINE] Dromiceiomimus, do you ever approach something new,  ==>  nonsequitur: 98.83%
+R] T-REX [LINE] He probably would!  Man! [SPEAKER] T-REX [LINE] Poor Al! [SPEAKER] T-REX [LINE] I've never felt worse for inventing someone!  ==>  real: 99.71%
+on a helicopter ride. A ghost appears, and when Hamlet high fives him he explodes! Then Denmark explodes. [SPEAKER] T-REX [LINE] I AM MERELY  ==>  nonsequitur: 97.46%
+r ride. A ghost appears, and when Hamlet high fives him he explodes! Then Denmark explodes. [SPEAKER] T-REX [LINE] Later, Ophelia's topless!  ==>  real: 99.90%
+ my problems look like vegetables in need of a good steaming! [SPEAKER] T-REX [LINE] I've - [SPEAKER] T-REX [LINE] True stories! FACTS! Want  ==>  nonsequitur: 98.68%
+ my problems look like vegetables in need of a good steaming! [SPEAKER] T-REX [LINE] I've - [SPEAKER] T-REX [LINE] I've made worse purchases  ==>  real: 98.19%
+is' causes is your BOWELS becoming PERFORATED so that RAW SEWAGE sloshes around in your belly? [SPEAKER] T-REX [LINE] It's new and exciting!  ==>  real: 99.51%
+is' causes is your BOWELS becoming PERFORATED so that RAW SEWAGE sloshes around in your belly? [SPEAKER] T-REX [LINE] Man, bodies are nasty!  ==>  real: 99.37%
+injured, but they injure who they take care of." [SPEAKER] T-REX [LINE] Yes, really? Someone's name could be FARTNOISE FARTNOISE JUNIOR, and  ==>  nonsequitur: 99.80%
+f the injured, but they injure who they take care of." [SPEAKER] T-REX [LINE] Okay, whatever! My formula is still good DESPITE nurse racism.  ==>  real: 99.95%
+pin will ENTIRELY OVERSHADOW anything I've ever accomplished in my life! [SPEAKER] T-REX [LINE] It TOTALLY works! I just thought that losing  ==>  nonsequitur: 99.90%
+the pin will ENTIRELY OVERSHADOW anything I've ever accomplished in my life! [SPEAKER] T-REX [LINE] No, that - that only makes things worse.  ==>  real: 99.85%
+ TOE, turns to the camera in terror, wide-eyed, and screams "Oh GOSSSSSH!!!" [SPEAKER] T-REX [LINE] I got one that was like "I am really sad  ==>  nonsequitur: 99.56%
+ to the camera in terror, wide-eyed, and screams "Oh GOSSSSSH!!!" [SPEAKER] T-REX [LINE] Holy crap. There's nothing not to like in my movie.  ==>  real: 99.85%
+BILITY! IF WE WERE ALL FRIENDS, I AM CERTAIN YOU WOULD BE "THE IRRITATING ONE"! [SPEAKER] T-REX [LINE] Maybe you'd all like to come and have  ==>  nonsequitur: 77.25%
+IF WE WERE ALL FRIENDS, I AM CERTAIN YOU WOULD BE "THE IRRITATING ONE"! [SPEAKER] T-REX [LINE] Oh my gosh, Utahraptor! I concede your point!  ==>  real: 100.00%
+  i'm trying to write some sonnets here, t-rex! [SPEAKER] T-REX [LINE] HEY SHAKESPEARE! [SPEAKER] T-REX [LINE] It's not that hard, you guys!  ==>  nonsequitur: 99.02%
+ trying to write some sonnets here, t-rex! [SPEAKER] T-REX [LINE] HEY SHAKESPEARE! [SPEAKER] T-REX [LINE] I DON'T THINK PEOPLE ACTUALLY USED  ==>  nonsequitur: 98.78%
+rrelevant." He then focused himself on the seriously erotic business of being Hamlet II. [SPEAKER] T-REX [LINE] Debatable! People often talk  ==>  real: 75.59%
+ow irrelevant." He then focused himself on the seriously erotic business of being Hamlet II. [SPEAKER] T-REX [LINE] There! Sex AND politics!  ==>  real: 94.38%
+ Secret Mission of Wikipedia! Don't tell anyone, okay? [SPEAKER] T-REX [LINE] Hah! Awesome! [SPEAKER] T-REX [LINE] Imagine if we had a beach  ==>  nonsequitur: 99.85%
+t Mission of Wikipedia! Don't tell anyone, okay? [SPEAKER] T-REX [LINE] Hah! Awesome! [SPEAKER] T-REX [LINE] ...Why didn't they just say so?  ==>  real: 99.95%
+ns but his teeth passed right through brains!! [SPEAKER] UTAHRAPTOR [LINE] Oh yeah? [SPEAKER] T-REX [LINE] I'm tired of movies and plays and  ==>  nonsequitur: 99.32%
+ teeth passed right through brains!! [SPEAKER] UTAHRAPTOR [LINE] Oh yeah? [SPEAKER] T-REX [LINE] I would describe him as "pretty frustrated"  ==>  real: 100.00%
+I am loveable and trustworthy and good at conversations! [SPEAKER] T-REX [LINE] ... [SPEAKER] T-REX [LINE] Historically speaking, all I know  ==>  nonsequitur: 69.97%
+loveable and trustworthy and good at conversations! [SPEAKER] T-REX [LINE] ... [SPEAKER] T-REX [LINE] I've had FIVE girlfriends, Utahraptor.  ==>  real: 99.90%
+```
 
 ### Framework versions