Training in progress, step 3500

pytorch_model.bin

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:90653186540ef92d0e2313a297d80f2f7578b096923ab5317f725adc88099608
+oid sha256:c6d8e9cb36c0cdd5975a97c05714d1a99e78ce5723792d899ae0d5b51c5c1a5f
 size 510399593

zeroshot/ellipsis/eval_results.json

@@ -1 +1 @@
-{"eval_accuracy": 0.6703233256351039}
+{"eval_accuracy": 0.6726327944572749}

zeroshot/filler_gap/eval_results.json

@@ -1 +1 @@
-{"eval_accuracy": 0.7015250544662309}
+{"eval_accuracy": 0.7088390911920324}

zeroshot/irregular_forms/eval_results.json

@@ -1 +1 @@
-{"eval_accuracy": 0.8381679389312977}
+{"eval_accuracy": 0.8936386768447837}

zeroshot/irregular_forms/predictions.txt

@@ -2,69 +2,69 @@ index	prediction
 0	The hidden offspring aren't confident.
 1	The hidden bicycles weren't exposed.
 2	The hidden glass was big.
-3	The wore skirts aren't important.
+3	The worn skirts aren't important.
 4	The worn hats aren't big.
 5	The broken mirrors were blue.
 6	The wore pants weren't big.
-7	The knew children were nice.
+7	The known children were nice.
 8	The forgotten newspaper article was bad.
 9	The known adult was exposed.
 10	The hidden patients weren't busy.
-11	The wore scarf was popular.
+11	The worn scarf was popular.
 12	The taken rabbit wasn't popular.
 13	The known girl is important.
 14	The broken dishes weren't red.
-15	The wore sweaters weren't smooth.
+15	The worn sweaters weren't smooth.
 16	The forgotten children weren't hidden.
 17	The hidden plates aren't white.
 18	The forgotten doctors are young.
-19	The wore skirt was important.
+19	The worn skirt was important.
 20	The took cilantro wasn't yellow.
-21	The wore shawls aren't concealed.
+21	The worn shawls aren't concealed.
 22	The hidden fish wasn't important.
 23	The known people aren't hidden.
-24	The wore glove is red.
-25	The knew senators aren't serious.
+24	The worn glove is red.
+25	The known senators aren't serious.
 26	The broken couch isn't small.
 27	The hidden lady isn't popular.
-28	The wore scarf wasn't lost.
+28	The worn scarf wasn't lost.
 29	The broken tooth wasn't whole.
 30	The broken forks are white.
 31	The hidden guest wasn't hidden.
 32	The hidden cactus was out in the open.
 33	The broken skateboards are cheap.
 34	The broken computers weren't white.
-35	The wore shirt is gray.
+35	The worn shirt is gray.
 36	The known waiter is scared.
-37	The wore shoe was exposed.
+37	The worn shoe was exposed.
 38	The hidden mouse wasn't brown.
-39	The wore glasses aren't small.
-40	The wore dress is red.
+39	The worn glasses aren't small.
+40	The worn dress is red.
 41	The broken skateboards aren't bad.
 42	The hidden fungus isn't black.
 43	The broken screen isn't small.
 44	The broken carriage is lost.
 45	The known adults aren't lost.
-46	The wore jacket was smooth.
+46	The worn jacket was smooth.
 47	The broken dishes weren't blue.
 48	The forgotten driver wasn't bad.
 49	The broken screen was new.
 50	The hidden nuclei were purple.
 51	The knew man wasn't confident.
 52	The known actress wasn't concealed.
-53	The knew student wasn't hidden.
+53	The known student wasn't hidden.
 54	The broken computer was small.
 55	The known guests are concealed.
-56	The taken mountain was popular.
+56	The took mountain was popular.
 57	The hidden screens were exposed.
-58	The knew customer wasn't hidden.
+58	The known customer wasn't hidden.
 59	The broken computers were black.
 60	The broken forks were old.
 61	The hidden drawings weren't popular.
 62	The broken bike wasn't lost.
 63	The broken cars aren't rough.
 64	The hidden hat wasn't cheap.
-65	The wore dresses aren't old.
+65	The worn dresses aren't old.
 66	The hidden mice were hidden.
 67	The wore glasses weren't dirty.
 68	The taken skateboards were small.
@@ -73,15 +73,15 @@ index	prediction
 71	The broken bicycles are concealed.
 72	The known teenagers weren't popular.
 73	The broken vase wasn't orange.
-74	The knew women are good.
+74	The known women are good.
 75	The broken foot is old.
 76	The took screen wasn't popular.
 77	The hidden tomato was important.
-78	The knew adults weren't uncertain.
+78	The known adults weren't uncertain.
 79	The forgotten actresses were hopeful.
-80	The wore shirt was important.
-81	The wore coats weren't yellow.
-82	The taken chair isn't dirty.
+80	The worn shirt was important.
+81	The worn coats weren't yellow.
+82	The took chair isn't dirty.
 83	The wore skirts weren't green.
 84	The broken bike is big.
 85	The broken couches weren't brown.
@@ -92,14 +92,14 @@ index	prediction
 90	The hidden movie theaters were white.
 91	The known drivers weren't popular.
 92	The hidden steak was bad.
-93	The taken mountains weren't orange.
+93	The took mountains weren't orange.
 94	The broken plate wasn't smooth.
 95	The hidden rivers aren't cheap.
 96	The hidden customers aren't scared.
 97	The forgot analysis wasn't good.
-98	The knew teenager was nice.
+98	The known teenager was nice.
 99	The broken wheelbarrow is small.
-100	The knew adult was serious.
+100	The known adult was serious.
 101	The wore skirts weren't purple.
 102	The known doctor isn't good.
 103	The worn sweaters are exposed.
@@ -119,9 +119,9 @@ index	prediction
 117	The broken window is hidden.
 118	The hidden children were happy.
 119	The forgotten customer is lost.
-120	The wore dress isn't popular.
-121	The wore coat isn't new.
-122	The wore scarves aren't concealed.
+120	The worn dress isn't popular.
+121	The worn coat isn't new.
+122	The worn scarves aren't concealed.
 123	The broken mirrors are purple.
 124	The known pedestrians were unemployed.
 125	The hidden brochures were yellow.
@@ -136,17 +136,17 @@ index	prediction
 134	The broken vase wasn't yellow.
 135	The forgotten senator isn't confident.
 136	The broken vases weren't brown.
-137	The wore shawls weren't important.
+137	The worn shawls weren't important.
 138	The forgotten man wasn't serious.
 139	The worn shawl is lost.
 140	The took shirt was bad.
 141	The hidden closets weren't hard.
 142	The hidden cafes are messy.
-143	The wore shirt was lost.
+143	The worn shirt was lost.
 144	The broken forks aren't gray.
-145	The wore coats aren't hard.
-146	The wore pants are lost.
-147	The wore skirt isn't white.
+145	The worn coats aren't hard.
+146	The worn pants are lost.
+147	The worn skirt isn't white.
 148	The broken screens are exposed.
 149	The broken bicycle is whole.
 150	The wore scarves weren't white.
@@ -154,7 +154,7 @@ index	prediction
 152	The known cashiers weren't important.
 153	The broken window is cheap.
 154	The broken skateboard is lost.
-155	The wore shirt wasn't clean.
+155	The worn shirt wasn't clean.
 156	The forgotten children weren't troubled.
 157	The known cashier isn't fast.
 158	The broken couch was black.
@@ -162,24 +162,24 @@ index	prediction
 160	The forgotten man is big.
 161	The wore skirts were big.
 162	The hidden slopes are important.
-163	The wore dress was clean.
+163	The worn dress was clean.
 164	The broken plane was yellow.
-165	The taken hair was purple.
+165	The took hair was purple.
 166	The broken carriages were important.
-167	The wore hat was yellow.
+167	The worn hat was yellow.
 168	The broken cup was new.
 169	The hidden mushroom isn't under ripe.
 170	The hidden drawing wasn't smooth.
-171	The knew people weren't bad.
-172	The wore hat wasn't big.
+171	The known people weren't bad.
+172	The worn hat wasn't big.
 173	The forgotten actresses were nice.
 174	The wore skirts were old.
-175	The wore dresses aren't cheap.
+175	The worn dresses aren't cheap.
 176	The broken screen was yellow.
 177	The broken dish isn't small.
 178	The knew child wasn't serious.
 179	The hidden cart wasn't small.
-180	The taken glass was orange.
+180	The took glass was orange.
 181	The known actresses aren't smart.
 182	The forgotten actors were upset.
 183	The hidden reports aren't yellow.
@@ -187,8 +187,8 @@ index	prediction
 185	The known cashiers are out in the open.
 186	The broken feet weren't hidden.
 187	The broken bicycles were smooth.
-188	The wore shoe wasn't yellow.
-189	The wore dress isn't orange.
+188	The worn shoe wasn't yellow.
+189	The worn dress isn't orange.
 190	The forgotten waiters were happy.
 191	The broken planes are white.
 192	The hidden bird is standing.
@@ -198,13 +198,13 @@ index	prediction
 196	The known pedestrian was busy.
 197	The hidden theses weren't brown.
 198	The broken vase was broken.
-199	The knew guest was concealed.
-200	The taken grocery store wasn't concealed.
-201	The taken computers were old.
+199	The known guest was concealed.
+200	The took grocery store wasn't concealed.
+201	The took computers were old.
 202	The hidden girl is hidden.
 203	The hidden public parks weren't rough.
-204	The wore gloves were new.
-205	The taken cactus was white.
+204	The worn gloves were new.
+205	The took cactus was white.
 206	The broken fork is messy.
 207	The forgotten student is confident.
 208	The forgotten children weren't upset.
@@ -234,16 +234,16 @@ index	prediction
 232	The took axes were exposed.
 233	The hidden peppers weren't important.
 234	The hidden pasta isn't concealed.
-235	The taken wheelbarrows aren't yellow.
+235	The took wheelbarrows aren't yellow.
 236	The hidden bike isn't good.
-237	The taken tooth is gray.
+237	The took tooth is gray.
 238	The hidden man isn't young.
-239	The wore sock wasn't black.
+239	The worn sock wasn't black.
 240	The known waiters aren't unsure.
 241	The broken computer was smooth.
 242	The known men aren't hidden.
 243	The hidden ladder isn't white.
-244	The taken bikes are orange.
+244	The took bikes are orange.
 245	The hidden stimulus wasn't orange.
 246	The broken unicycle was important.
 247	The took icicle was hard.
@@ -252,18 +252,18 @@ index	prediction
 250	The forgotten boys aren't busy.
 251	The hidden movie theaters are popular.
 252	The broken chairs aren't whole.
-253	The wore coat isn't hard.
+253	The worn coat isn't hard.
 254	The broken couch wasn't smooth.
 255	The broken plates weren't new.
 256	The broken truck wasn't purple.
-257	The taken broccoli was bad.
-258	The wore shoes aren't purple.
+257	The took broccoli was bad.
+258	The worn shoes aren't purple.
 259	The broken window was big.
-260	The wore hat is smooth.
+260	The worn hat is smooth.
 261	The forgotten waiters are concealed.
 262	The broken cups aren't clean.
 263	The broken vase wasn't black.
-264	The taken sketch is green.
+264	The took sketch is green.
 265	The forgotten books are hard.
 266	The hidden pasta isn't black.
 267	The hidden pamphlet wasn't good.
@@ -274,7 +274,7 @@ index	prediction
 272	The hidden dogs aren't orange.
 273	The forgotten movies were long.
 274	The took fish was red.
-275	The wore scarf wasn't white.
+275	The worn scarf wasn't white.
 276	The forgotten students are young.
 277	The forgotten doctor wasn't unemployed.
 278	The hidden face was important.
@@ -285,11 +285,11 @@ index	prediction
 283	The broken couches were brown.
 284	The broken couch was smooth.
 285	The hidden teeth weren't green.
-286	The taken public parks were clean.
-287	The taken rabbits weren't lost.
-288	The taken computers weren't popular.
-289	The wore sweater is big.
-290	The knew boys weren't exposed.
+286	The took public parks were clean.
+287	The took rabbits weren't lost.
+288	The took computers weren't popular.
+289	The worn sweater is big.
+290	The known boys weren't exposed.
 291	The broken cart is new.
 292	The broken plate is gray.
 293	The hidden report wasn't long.
@@ -302,21 +302,21 @@ index	prediction
 300	The broken computers are hidden.
 301	The hidden glass was broken.
 302	The known cashiers are unconvinced.
-303	The wore jackets weren't out in the open.
+303	The worn jackets weren't out in the open.
 304	The known dancers are content.
-305	The knew doctors weren't small.
-306	The wore gloves aren't messy.
+305	The known doctors weren't small.
+306	The worn gloves aren't messy.
 307	The broken trucks aren't bad.
 308	The hidden ice is gray.
 309	The forgotten commentaries aren't bad.
 310	The forgotten teenager was unlucky.
-311	The taken carts aren't gray.
-312	The wore dress wasn't rough.
+311	The took carts aren't gray.
+312	The worn dress wasn't rough.
 313	The forgotten documentaries are long.
 314	The broken screen was broken.
 315	The hidden men are scared.
 316	The worn sweater is rough.
-317	The wore coat wasn't red.
+317	The worn coat wasn't red.
 318	The took box was hidden.
 319	The forgotten commentaries aren't good.
 320	The forgotten drivers were hidden.
@@ -329,11 +329,11 @@ index	prediction
 327	The hidden jacket wasn't gray.
 328	The hidden blouses weren't black.
 329	The forgotten ladies were delighted.
-330	The hid turtles were lost.
+330	The hidden turtles were lost.
 331	The hidden oasis is concealed.
 332	The taken cats aren't small.
 333	The broken dish was popular.
-334	The taken shoes aren't hidden.
+334	The took shoes aren't hidden.
 335	The broken cup is red.
 336	The broken plate is white.
 337	The forgotten man was hopeful.
@@ -342,10 +342,10 @@ index	prediction
 340	The wore dresses were old.
 341	The hidden fish isn't big.
 342	The taken candles aren't big.
-343	The wore scarf isn't yellow.
+343	The worn scarf isn't yellow.
 344	The known doctor wasn't old.
 345	The broken glasses were purple.
-346	The knew men were exposed.
+346	The known men were exposed.
 347	The broken plate is rough.
 348	The broken computers were blue.
 349	The broken teeth are big.
@@ -354,18 +354,18 @@ index	prediction
 352	The broken glass was broken.
 353	The broken glass was green.
 354	The wore blouse wasn't brown.
-355	The wore hat is hidden.
+355	The worn hat is hidden.
 356	The broken unicycle was good.
 357	The broken bikes were orange.
 358	The broken cars aren't small.
 359	The broken glass was small.
 360	The forgotten waiters weren't confident.
-361	The wore shirt isn't brown.
+361	The worn shirt isn't brown.
 362	The forgotten offspring wasn't unlucky.
-363	The wore sock wasn't cheap.
+363	The worn sock wasn't cheap.
 364	The broken planes aren't brown.
-365	The wore shawls weren't hard.
-366	The taken paintings aren't gray.
+365	The worn shawls weren't hard.
+366	The took paintings aren't gray.
 367	The hidden school was concealed.
 368	The forgotten boys are exposed.
 369	The forgotten actor wasn't busy.
@@ -379,29 +379,29 @@ index	prediction
 377	The hidden library wasn't green.
 378	The broken carriages were bad.
 379	The wore hats weren't good.
-380	The wore shirt isn't concealed.
+380	The worn shirt isn't concealed.
 381	The broken bike was whole.
 382	The hidden window is red.
 383	The broken plane isn't small.
-384	The wore jacket wasn't concealed.
+384	The worn jacket wasn't concealed.
 385	The hidden report isn't popular.
 386	The hidden patient was scared.
-387	The wore hat isn't hidden.
-388	The wore sweaters aren't green.
+387	The worn hat isn't hidden.
+388	The worn sweaters aren't green.
 389	The broken plane is black.
 390	The broken foot isn't cheap.
 391	The forgotten commentaries were long.
 392	The forgotten customer isn't young.
 393	The forgotten offspring wasn't lost.
 394	The hidden theses aren't gray.
-395	The wore shoes are clean.
+395	The worn shoes are clean.
 396	The broken bicycle isn't red.
 397	The broken couches are white.
 398	The known students aren't good.
 399	The taken bread isn't orange.
 400	The broken carriages are green.
 401	The known cashiers are excited.
-402	The taken lights weren't orange.
+402	The took lights weren't orange.
 403	The forgotten analyses are bad.
 404	The broken chairs weren't important.
 405	The broken carriage isn't yellow.
@@ -409,70 +409,70 @@ index	prediction
 407	The broken vase was green.
 408	The broken dish was purple.
 409	The hidden candles are white.
-410	The wore scarves were rough.
+410	The worn scarves were rough.
 411	The worn glove is popular.
 412	The wore pants weren't messy.
-413	The taken movie theater is small.
+413	The took movie theater is small.
 414	The hidden wheelbarrow is out in the open.
 415	The worn shoe wasn't popular.
 416	The forgotten guys were employed.
-417	The wore socks are blue.
+417	The worn socks are blue.
 418	The hidden ladies were exposed.
 419	The wore glasses were small.
 420	The taken sheep wasn't smooth.
-421	The wore shirt was yellow.
+421	The worn shirt was yellow.
 422	The hidden rug was hidden.
 423	The broken computer was hard.
-424	The wore sweaters were important.
+424	The worn sweaters were important.
 425	The known actresses were employed.
-426	The wore skirt isn't cheap.
-427	The taken forks weren't out in the open.
+426	The worn skirt isn't cheap.
+427	The took forks weren't out in the open.
 428	The hidden dress was bad.
-429	The knew senators were important.
-430	The wore sweater wasn't brown.
+429	The known senators were important.
+430	The worn sweater wasn't brown.
 431	The worn shoes are small.
 432	The taken carriage is white.
-433	The taken computers are good.
+433	The took computers are good.
 434	The hidden candles are big.
 435	The broken chairs were popular.
 436	The hidden casserole isn't brown.
 437	The wore socks were smooth.
-438	The taken wheelbarrows are important.
-439	The taken lamps weren't red.
+438	The took wheelbarrows are important.
+439	The took lamps weren't red.
 440	The broken chair is new.
 441	The broken unicycle was brown.
 442	The hidden college campus isn't hard.
 443	The hidden sweater is small.
 444	The known actress isn't exposed.
 445	The forgotten guests aren't serious.
-446	The taken pepper is big.
-447	The wore sweaters are black.
+446	The took pepper is big.
+447	The worn sweaters are black.
 448	The broken bike is important.
 449	The known children are determined.
 450	The forgotten synopsis was good.
 451	The broken glasses aren't hidden.
 452	The wore scarves were green.
 453	The broken bike was out in the open.
-454	The wore scarf isn't lost.
+454	The worn scarf isn't lost.
 455	The broken carts weren't lost.
 456	The forgotten dancers were bad.
 457	The broken window was small.
 458	The broken computers weren't important.
-459	The wore blouses are exposed.
-460	The knew ladies weren't scared.
+459	The worn blouses are exposed.
+460	The known ladies weren't scared.
 461	The broken bicycles were cheap.
 462	The broken bicycle is good.
 463	The known guests were employed.
 464	The hidden women were serious.
 465	The broken fork was messy.
 466	The forgotten people aren't unemployed.
-467	The taken bike is black.
-468	The taken pamphlet was small.
+467	The took bike is black.
+468	The took pamphlet was small.
 469	The hidden socks are old.
 470	The broken convertible isn't green.
-471	The wore shoe isn't white.
+471	The worn shoe isn't white.
 472	The broken unicycle was red.
-473	The wore blouse was out in the open.
+473	The worn blouse was out in the open.
 474	The hidden slope is hard.
 475	The broken couches were bad.
 476	The wore blouses were popular.
@@ -489,15 +489,15 @@ index	prediction
 487	The broken carriage is new.
 488	The broken dish wasn't big.
 489	The broken couch is clean.
-490	The wore scarf was out in the open.
+490	The worn scarf was out in the open.
 491	The hidden fork was blue.
-492	The wore shoes are new.
+492	The worn shoes are new.
 493	The hidden cart is popular.
 494	The broken mirror is good.
 495	The forgotten plays weren't bad.
 496	The hidden couches were rough.
 497	The broken couch wasn't lost.
-498	The taken chair isn't green.
+498	The took chair isn't green.
 499	The hidden sketches weren't blue.
 500	The broken bikes are good.
 501	The known dancer is big.
@@ -506,24 +506,24 @@ index	prediction
 504	The broken carts aren't gray.
 505	The hidden bread is purple.
 506	The broken unicycle was orange.
-507	The knew boys weren't ill.
-508	The taken apple was fresh.
-509	The wore blouses aren't lost.
+507	The known boys weren't ill.
+508	The took apple was fresh.
+509	The worn blouses aren't lost.
 510	The known lady isn't small.
-511	The wore skirt isn't new.
+511	The worn skirt isn't new.
 512	The wore socks were gray.
 513	The broken carts are whole.
 514	The worn sock isn't smooth.
 515	The forgotten alumni aren't confident.
 516	The forgotten alumni are unconvinced.
 517	The hidden plane is cheap.
-518	The knew girls weren't delighted.
+518	The known girls weren't delighted.
 519	The forgotten teenager wasn't uncertain.
 520	The known drivers aren't unemployed.
 521	The broken truck isn't small.
 522	The forgotten waitress isn't concealed.
 523	The hidden scarf wasn't brown.
-524	The knew patients were hopeful.
+524	The known patients were hopeful.
 525	The hidden photographs are blue.
 526	The broken chairs are gray.
 527	The broken bicycle is black.
@@ -532,18 +532,18 @@ index	prediction
 530	The knew boy is content.
 531	The broken bicycles are cheap.
 532	The took gloves weren't important.
-533	The wore skirt was bad.
+533	The worn skirt was bad.
 534	The hidden college campus isn't yellow.
 535	The known customer isn't hopeful.
 536	The hidden actor isn't smart.
 537	The hidden carriages were gray.
 538	The broken bicycles are broken.
-539	The knew girls are busy.
+539	The known girls are busy.
 540	The broken wheelbarrow isn't hard.
 541	The known teenager isn't busy.
 542	The took axes are brown.
 543	The broken computer isn't blue.
-544	The wore socks aren't important.
+544	The worn socks aren't important.
 545	The worn glove is rough.
 546	The forgotten teachers are small.
 547	The broken bike is brown.
@@ -552,22 +552,22 @@ index	prediction
 550	The broken convertible is orange.
 551	The broken cups are new.
 552	The wore blouses were rough.
-553	The wore sweater was good.
+553	The worn sweater was good.
 554	The forgotten driver was displeased.
 555	The hidden rug was yellow.
 556	The broken bike wasn't new.
 557	The hidden doctors were unsure.
 558	The forgotten movie was good.
-559	The knew men were troubled.
+559	The known men were troubled.
 560	The wore skirts are brown.
 561	The broken carriage is popular.
 562	The broken planes are blue.
 563	The forgotten drivers weren't unconvinced.
-564	The wore shirt isn't new.
+564	The worn shirt isn't new.
 565	The broken cart isn't green.
 566	The taken sweaters aren't important.
 567	The broken dishes were red.
-568	The wore scarves aren't bad.
+568	The worn scarves aren't bad.
 569	The known adult isn't small.
 570	The forgotten actresses are unconvinced.
 571	The known actress isn't standing.
@@ -589,21 +589,21 @@ index	prediction
 587	The broken chairs aren't cheap.
 588	The broken trucks were brown.
 589	The known alumni aren't uncertain.
-590	The wore hats are yellow.
+590	The worn hats are yellow.
 591	The taken lamps aren't hard.
 592	The known student is unconvinced.
-593	The taken chair is big.
+593	The took chair is big.
 594	The known ladies were employed.
 595	The forgotten patients aren't good.
 596	The known customer isn't exposed.
 597	The hidden deer wasn't yellow.
 598	The hidden mouths are yellow.
-599	The forgot book wasn't gray.
+599	The forgotten book wasn't gray.
 600	The broken glass wasn't whole.
-601	The wore glove was new.
-602	The wore sweaters were orange.
+601	The worn glove was new.
+602	The worn sweaters were orange.
 603	The hidden actor is troubled.
-604	The wore shawl wasn't gray.
+604	The worn shawl wasn't gray.
 605	The broken windows were orange.
 606	The broken computer isn't cheap.
 607	The hidden eye wasn't brown.
@@ -620,19 +620,19 @@ index	prediction
 618	The broken carriages are black.
 619	The broken mirrors were purple.
 620	The forgotten thesis is black.
-621	The taken horses were brown.
+621	The took horses were brown.
 622	The broken fork is out in the open.
 623	The broken car isn't broken.
 624	The hidden rice was white.
 625	The broken cart is gray.
 626	The forgotten commentaries were popular.
-627	The taken oasis is purple.
+627	The took oasis is purple.
 628	The known offspring isn't unsure.
 629	The forgotten documentaries are bad.
 630	The forgotten documentaries were good.
 631	The hidden teenager is content.
 632	The broken carts are bad.
-633	The wore blouse isn't concealed.
+633	The worn blouse isn't concealed.
 634	The forgotten woman is standing.
 635	The hidden men weren't determined.
 636	The broken couch isn't messy.
@@ -645,16 +645,16 @@ index	prediction
 643	The forgotten story wasn't long.
 644	The forgotten actress is unconvinced.
 645	The hidden women weren't determined.
-646	The knew doctors are hidden.
+646	The known doctors are hidden.
 647	The hidden hill is red.
 648	The broken plane was old.
 649	The known cashier is uncertain.
 650	The broken couches are out in the open.
-651	The wore skirt wasn't gray.
+651	The worn skirt wasn't gray.
 652	The taken glaciers aren't rough.
 653	The known lady wasn't scared.
 654	The known adult was clever.
-655	The wore jackets were blue.
+655	The worn jackets were blue.
 656	The known cashier is delighted.
 657	The broken mirror is small.
 658	The hidden face isn't big.
@@ -666,7 +666,7 @@ index	prediction
 664	The broken plates weren't black.
 665	The broken couches weren't cheap.
 666	The hidden offspring are out in the open.
-667	The wore shawls are green.
+667	The worn shawls are green.
 668	The broken unicycle wasn't lost.
 669	The known woman is serious.
 670	The forgotten senator isn't out in the open.
@@ -676,23 +676,23 @@ index	prediction
 674	The known actor wasn't employed.
 675	The broken skateboards are hidden.
 676	The broken window isn't out in the open.
-677	The taken casserole wasn't popular.
+677	The took casserole wasn't popular.
 678	The hidden cars are important.
 679	The wore gloves were green.
-680	The wore scarf isn't hard.
+680	The worn scarf isn't hard.
 681	The forgotten brochures were big.
 682	The wore shirt wasn't purple.
 683	The forgotten offspring weren't upset.
 684	The broken bicycle wasn't big.
 685	The taken vases aren't rough.
-686	The taken plate wasn't black.
+686	The took plate wasn't black.
 687	The wore pants weren't new.
 688	The forgotten book is purple.
 689	The wore glasses weren't small.
 690	The took louse wasn't standing.
 691	The hidden girl isn't smart.
 692	The knew child was exposed.
-693	The wore gloves are gray.
+693	The worn gloves are gray.
 694	The broken bicycle is green.
 695	The broken carriage is big.
 696	The taken rice is big.
@@ -705,49 +705,49 @@ index	prediction
 703	The broken forks aren't red.
 704	The forgotten guys weren't good.
 705	The forgotten story was long.
-706	The wore shirt wasn't out in the open.
+706	The worn shirt wasn't out in the open.
 707	The broken forks weren't new.
 708	The known boys aren't old.
 709	The hidden public parks were blue.
 710	The known girls are concealed.
 711	The broken plate isn't lost.
-712	The wore pants aren't good.
+712	The worn pants aren't good.
 713	The forgotten movie is bad.
-714	The knew men are scared.
+714	The known men are scared.
 715	The hidden couches were hard.
-716	The taken ladders aren't popular.
+716	The took ladders aren't popular.
 717	The hidden slopes were orange.
 718	The known waiters aren't unconvinced.
 719	The broken couches are broken.
 720	The wore glasses are new.
 721	The took dresses weren't black.
-722	The wore scarf was green.
+722	The worn scarf was green.
 723	The hidden plates weren't brown.
 724	The known people aren't uncertain.
 725	The hidden jacket was soft.
 726	The hidden student isn't employed.
 727	The forgotten commentary isn't good.
 728	The forgotten movies were important.
-729	The wore jacket isn't old.
+729	The worn jacket isn't old.
 730	The forgotten doctors were smart.
-731	The knew dancers weren't unemployed.
+731	The known dancers weren't unemployed.
 732	The known patient isn't determined.
 733	The broken carriages were small.
-734	The wore glasses aren't messy.
+734	The worn glasses aren't messy.
 735	The hidden gates were purple.
-736	The taken lake was popular.
-737	The wore hats weren't soft.
+736	The took lake was popular.
+737	The worn hats weren't soft.
 738	The hidden adults aren't upset.
 739	The known teenager was small.
-740	The wore skirts are smooth.
+740	The worn skirts are smooth.
 741	The broken planes weren't rough.
-742	The knew customers aren't troubled.
+742	The known customers aren't troubled.
 743	The taken closet isn't new.
 744	The broken windows were broken.
 745	The hidden shirts weren't brown.
 746	The hidden movie theaters weren't old.
 747	The forgotten newspaper article was important.
-748	The knew woman wasn't content.
+748	The known woman wasn't content.
 749	The broken wheelbarrows were out in the open.
 750	The broken cups were whole.
 751	The wore hats weren't green.
@@ -755,21 +755,21 @@ index	prediction
 753	The broken forks aren't smooth.
 754	The hidden snakes aren't black.
 755	The broken wheelbarrow is red.
-756	The wore shawls are brown.
+756	The worn shawls are brown.
 757	The hidden cat wasn't big.
 758	The broken vases are bad.
-759	The taken gate was brown.
-760	The wore blouse is hard.
+759	The took gate was brown.
+760	The worn blouse is hard.
 761	The forgotten senator was out in the open.
 762	The broken dish wasn't red.
 763	The hidden popsicle isn't gray.
-764	The wore gloves were rough.
+764	The worn gloves were rough.
 765	The broken glass was concealed.
 766	The broken screen was green.
 767	The broken cart wasn't bad.
 768	The took theses weren't big.
 769	The taken snakes aren't ill.
-770	The wore gloves are out in the open.
+770	The worn gloves are out in the open.
 771	The broken convertible is concealed.
 772	The broken computer was orange.
 773	The hidden screen isn't cheap.
@@ -780,13 +780,13 @@ index	prediction
 778	The known dancers are bad.
 779	The forgotten actor wasn't concealed.
 780	The taken cakes aren't big.
-781	The taken ladder isn't hard.
+781	The took ladder isn't hard.
 782	The hidden spotlight was bad.
 783	The known waitresses were clever.
-784	The wore hat wasn't good.
+784	The worn hat wasn't good.
 785	The forgotten analysis isn't long.
 786	The broken plate is purple.
-787	The taken mountains weren't important.
+787	The took mountains weren't important.
 788	The hidden oases are white.
 789	The took plate wasn't green.
 790	The broken feet were clean.
@@ -795,7 +795,7 @@ index	prediction
 793	The forgotten pedestrians are lucky.
 794	The broken glasses were yellow.
 795	The forgotten doctors weren't sick.
-796	The taken louse isn't standing.
+796	The took louse isn't standing.
 797	The taken car isn't cheap.
 798	The hidden tomatoes were orange.
 799	The known cashier is ill.
@@ -803,7 +803,7 @@ index	prediction
 801	The broken fork isn't important.
 802	The broken glasses were white.
 803	The forgotten reports weren't black.
-804	The wore sweater was hidden.
+804	The worn sweater was hidden.
 805	The hidden person isn't upset.
 806	The broken bike is old.
 807	The known children aren't fast.
@@ -811,27 +811,27 @@ index	prediction
 809	The broken bicycles aren't cheap.
 810	The hidden slope is out in the open.
 811	The broken vases aren't broken.
-812	The taken banks aren't hidden.
-813	The wore gloves were cheap.
+812	The took banks aren't hidden.
+813	The worn gloves were cheap.
 814	The took shirt was new.
 815	The forgotten actress was exposed.
 816	The hidden cactus wasn't lost.
 817	The hidden horses are white.
 818	The known ladies aren't important.
-819	The wore blouse was soft.
-820	The wore coat isn't yellow.
+819	The worn blouse was soft.
+820	The worn coat isn't yellow.
 821	The broken skateboards weren't smooth.
 822	The took pie is bad.
 823	The wore blouses are white.
 824	The broken skateboards aren't blue.
-825	The wore blouses were out in the open.
+825	The worn blouses were out in the open.
 826	The took high schools were messy.
 827	The broken couches are important.
 828	The broken cups were good.
 829	The hidden lady was determined.
 830	The broken teeth were new.
-831	The wore scarf is exposed.
-832	The wore skirt isn't clean.
+831	The worn scarf is exposed.
+832	The worn skirt isn't clean.
 833	The forgotten brochures aren't orange.
 834	The known child isn't content.
 835	The hidden mouth is bad.
@@ -841,23 +841,23 @@ index	prediction
 839	The hidden snake is white.
 840	The taken fungi were lost.
 841	The hidden ice is yellow.
-842	The wore shoe is purple.
+842	The worn shoe is purple.
 843	The known cashier wasn't clever.
-844	The wore hats are blue.
+844	The worn hats are blue.
 845	The known cashier isn't good.
 846	The hidden steak is concealed.
 847	The knew girl wasn't lost.
 848	The hidden cakes weren't rough.
 849	The known adult isn't nice.
 850	The broken glasses aren't lost.
-851	The wore skirts are hard.
+851	The worn skirts are hard.
 852	The known actor wasn't confident.
 853	The known drivers were excited.
 854	The broken cart isn't red.
 855	The wore skirts weren't black.
-856	The took eggplant isn't fresh.
+856	The taken eggplant isn't fresh.
 857	The broken plane was popular.
-858	The knew waiter was concealed.
+858	The known waiter was concealed.
 859	The forgotten dancer is troubled.
 860	The forgotten children weren't old.
 861	The broken foot isn't rough.
@@ -868,54 +868,54 @@ index	prediction
 866	The broken chairs are big.
 867	The known waitresses aren't hidden.
 868	The broken dishes aren't old.
-869	The wore shirt was gray.
+869	The worn shirt was gray.
 870	The known guys aren't happy.
-871	The knew women are content.
+871	The known women are content.
 872	The known children aren't displeased.
-873	The wore jacket isn't blue.
+873	The worn jacket isn't blue.
 874	The broken fork was hidden.
 875	The forgotten movie wasn't bad.
 876	The hidden deer is rough.
 877	The broken unicycle is whole.
 878	The hidden rug wasn't important.
 879	The broken cart is small.
-880	The wore hats were orange.
+880	The worn hats were orange.
 881	The known offspring are troubled.
-882	The knew guests were busy.
+882	The known guests were busy.
 883	The broken bike is bad.
 884	The broken cars weren't big.
 885	The broken carts weren't bad.
-886	The taken dresses are red.
+886	The took dresses are red.
 887	The forgotten doctors were displeased.
 888	The broken plane wasn't yellow.
 889	The known person is concealed.
 890	The known patient isn't lost.
 891	The broken glasses weren't new.
 892	The known teenagers aren't confident.
-893	The knew students were excited.
+893	The known students were excited.
 894	The hidden dishes were rough.
 895	The known teenagers aren't small.
 896	The hidden cucumber was exposed.
 897	The broken plates are brown.
-898	The forgot theses are orange.
+898	The forgotten theses are orange.
 899	The broken bicycle isn't gray.
-900	The wore dress isn't old.
-901	The wore blouse is bad.
+900	The worn dress isn't old.
+901	The worn blouse is bad.
 902	The broken convertible wasn't blue.
 903	The known lady wasn't old.
 904	The broken couches aren't clean.
 905	The hidden alumni were concealed.
-906	The taken doors were red.
+906	The took doors were red.
 907	The hidden plates weren't broken.
-908	The taken oases weren't blue.
+908	The took oases weren't blue.
 909	The forgotten teenagers are important.
 910	The forgotten teacher isn't unconvinced.
 911	The known offspring wasn't concealed.
 912	The hidden apple wasn't white.
-913	The wore jackets aren't big.
+913	The worn jackets aren't big.
 914	The forgotten waiter wasn't unemployed.
-915	The wore socks are hidden.
-916	The wore shawls aren't exposed.
+915	The worn socks are hidden.
+916	The worn shawls aren't exposed.
 917	The broken vase is concealed.
 918	The hidden mirror was white.
 919	The hidden species was small.
@@ -924,7 +924,7 @@ index	prediction
 922	The hidden children are lucky.
 923	The took carts weren't blue.
 924	The broken computers are new.
-925	The taken teeth weren't cheap.
+925	The took teeth weren't cheap.
 926	The hidden men are exposed.
 927	The broken cup is brown.
 928	The hidden offspring are fast.
@@ -944,12 +944,12 @@ index	prediction
 942	The known boys were nice.
 943	The broken window was good.
 944	The hidden patients are popular.
-945	The wore sweaters weren't lost.
+945	The worn sweaters weren't lost.
 946	The forgotten actor was serious.
 947	The forgotten woman is young.
 948	The known man wasn't important.
-949	The wore dress was big.
-950	The wore dresses are white.
+949	The worn dress was big.
+950	The worn dresses are white.
 951	The wore blouse wasn't good.
 952	The forgotten thesis isn't lost.
 953	The broken carriage is purple.
@@ -959,34 +959,34 @@ index	prediction
 957	The broken bicycle is hard.
 958	The hidden sketches aren't important.
 959	The forgotten movies aren't important.
-960	The wore jackets weren't cheap.
+960	The worn jackets weren't cheap.
 961	The known actor isn't content.
 962	The hidden pork is exposed.
 963	The broken plate isn't bad.
 964	The taken report is long.
-965	The knew senators were small.
+965	The known senators were small.
 966	The broken feet weren't concealed.
 967	The taken glass wasn't dirty.
 968	The known dancer isn't popular.
 969	The forgotten teacher wasn't young.
 970	The hidden drawings aren't popular.
 971	The known patient is big.
-972	The taken spinach was under ripe.
+972	The took spinach was under ripe.
 973	The known teacher isn't troubled.
 974	The hidden women aren't bad.
 975	The hidden carriage isn't broken.
-976	The wore glasses aren't exposed.
+976	The worn glasses aren't exposed.
 977	The forgotten offspring were scared.
 978	The broken mirror is orange.
 979	The known student isn't big.
 980	The broken dish was white.
-981	The taken wheelbarrows were brown.
+981	The took wheelbarrows were brown.
 982	The broken chairs weren't purple.
 983	The broken mirror wasn't old.
 984	The Borgias wore a lot of scarves.
 985	Teresa hid every senator.
 986	The mushroom went bad.
-987	Cheryl come here.
+987	Cheryl came here.
 988	Christopher hid a spotlight.
 989	Edward hid the cats.
 990	Erin went to some schools.
@@ -1013,8 +1013,8 @@ index	prediction
 1011	Every waiter hid Julia.
 1012	This person spoke up.
 1013	Caroline hid.
-1014	That coat shrank.
-1015	James eaten.
+1014	That coat shrunk.
+1015	James ate.
 1016	Michael drove to all hospitals.
 1017	Todd took every car.
 1018	Most ladies hid away.
@@ -1037,29 +1037,29 @@ index	prediction
 1035	Mitchell broke a lot of forks.
 1036	Jessica drove to all museums.
 1037	Valerie hid away.
-1038	Jesus ate.
+1038	Jesus eaten.
 1039	Some customer hidden.
 1040	All actresses hid away.
 1041	Marcus wore this sock.
 1042	Bradley knew Stacy.
 1043	Helen took a lot of lamps.
-1044	These drivers come here.
+1044	These drivers came here.
 1045	Veronica drove to the hospitals.
 1046	Lori hid away.
 1047	A lot of teenagers spoke up.
 1048	Danielle knew George.
 1049	Suzanne broke those trucks.
 1050	A lot of actresses took some river.
-1051	Marla drank.
+1051	Marla drunk.
 1052	Edward broke some chair.
 1053	Sharon spoke up.
 1054	Many boys woke up.
 1055	Sally went fishing.
 1056	Tammy woke up.
-1057	Monica ate.
+1057	Monica eaten.
 1058	Adam eaten.
 1059	Patrick broke a lot of wheelbarrows.
-1060	Lisa eaten.
+1060	Lisa ate.
 1061	Those students drove to Spain.
 1062	Carla went to schools.
 1063	Some people broke that chair.
@@ -1077,14 +1077,14 @@ index	prediction
 1075	Patrick forgot Victoria.
 1076	Maria wore jackets.
 1077	This guy came here.
-1078	Tamara hidden.
+1078	Tamara hid.
 1079	Bethany broke a lot of cups.
 1080	Those dancers woke up.
-1081	The blouses shrank.
+1081	The blouses shrunk.
 1082	Many pedestrians broke some cars.
 1083	Wendy drove to most college campuses.
 1084	Every teenager sang.
-1085	A lot of doctors driven to this library.
+1085	A lot of doctors drove to this library.
 1086	Every library took some painting.
 1087	Andrea broke these vases.
 1088	Paula wore these sweaters.
@@ -1110,7 +1110,7 @@ index	prediction
 1108	Those waiters spoke up.
 1109	That actor hid away.
 1110	Laurie come here.
-1111	Tamara came here.
+1111	Tamara come here.
 1112	Those drivers got a job.
 1113	Stephen forgot Nancy.
 1114	Peter forgot Tammy.
@@ -1124,7 +1124,7 @@ index	prediction
 1122	Keith wrote.
 1123	Some girl hid that screen.
 1124	This popsicle frozen.
-1125	Leslie eaten.
+1125	Leslie ate.
 1126	Florence woke up.
 1127	Vanessa woke up.
 1128	Monet got fired.
@@ -1145,7 +1145,7 @@ index	prediction
 1143	Tonya got fired.
 1144	Candice hid away.
 1145	Omar went to high schools.
-1146	Caroline broken couches.
+1146	Caroline broke couches.
 1147	Men broke those bicycles.
 1148	Stephen went to most libraries.
 1149	These dancers wrote.
@@ -1155,15 +1155,15 @@ index	prediction
 1153	Katherine forgot Frank.
 1154	The glacier froze.
 1155	Those shawls shrank.
-1156	All doctors driven to this hill.
-1157	The adult broke a lot of dishes.
+1156	All doctors drove to this hill.
+1157	The adult broken a lot of dishes.
 1158	All guys forgot Kenneth.
 1159	Craig went to a lot of malls.
 1160	Diana broke the car.
 1161	Travis got fired.
 1162	Rodney broke some couch.
 1163	Kristen broke that mirror.
-1164	The hats shrank.
+1164	The hats shrunk.
 1165	Adam took that horse.
 1166	Patients broke all mirrors.
 1167	All girls broke every car.
@@ -1185,7 +1185,7 @@ index	prediction
 1183	Carrie ate.
 1184	Meredith wrote.
 1185	Some adults broke a lot of wheelbarrows.
-1186	Margaret ate.
+1186	Margaret eaten.
 1187	Sara went fishing.
 1188	Martin went fishing.
 1189	Steve sang.
@@ -1193,31 +1193,31 @@ index	prediction
 1191	Becca wore the shoes.
 1192	Most mushrooms went bad.
 1193	Many skirts shrank.
-1194	Alexander written.
-1195	All hats shrank.
+1194	Alexander wrote.
+1195	All hats shrunk.
 1196	That lake froze.
 1197	The dancers hid.
 1198	Some waiter knew Kirsten.
 1199	Claire eaten.
-1200	Some dancers drank.
+1200	Some dancers drunk.
 1201	Mary hid a lot of glasses.
 1202	Tammy wore some sock.
 1203	Kevin woke up.
 1204	Daniel broke some chair.
-1205	Brenda come here.
-1206	Most girls wrote.
+1205	Brenda came here.
+1206	Most girls written.
 1207	Danielle got fired.
 1208	Theodore broke most bikes.
 1209	Most cashiers went fishing.
 1210	Theresa broke all bicycles.
 1211	Those people hid away.
-1212	These shoes shrank.
+1212	These shoes shrunk.
 1213	This actress hid.
-1214	The popsicle frozen.
+1214	The popsicle froze.
 1215	Many people hid away.
 1216	Gregory hid those bicycles.
 1217	Amy sang.
-1218	A sock shrank.
+1218	A sock shrunk.
 1219	Tiffany hid the lady.
 1220	Carmen took this box.
 1221	Eva drove to this library.
@@ -1234,7 +1234,7 @@ index	prediction
 1232	Those girls got a job.
 1233	Kenneth spoke up.
 1234	Clyde took this eggplant.
-1235	Stacy drank.
+1235	Stacy drunk.
 1236	Alice came here.
 1237	Tara hid away.
 1238	All boys hid this face.
@@ -1258,16 +1258,16 @@ index	prediction
 1256	Some waitresses hid some painting.
 1257	Sara got a job.
 1258	Janet went to the school.
-1259	Eric broken most glasses.
+1259	Eric broke most glasses.
 1260	The pedestrians come here.
 1261	That adult sang.
 1262	Many pedestrians spoke up.
-1263	The glasses shrank.
+1263	The glasses shrunk.
 1264	Michelle took those cars.
 1265	Irene drunk.
 1266	Winston Churchill wrote.
 1267	Caroline went fishing.
-1268	Rose drove to a glacier.
+1268	Rose driven to a glacier.
 1269	Adam knew Karla.
 1270	Those teenagers went fishing.
 1271	All cucumbers went bad.
@@ -1280,7 +1280,7 @@ index	prediction
 1278	Michael broke that mirror.
 1279	Some eggplant went bad.
 1280	Kristen went to every college campus.
-1281	David hid Denise.
+1281	David hidden Denise.
 1282	Sherry wrote.
 1283	The adults broke those computers.
 1284	Those cashiers broke a lot of carriages.
@@ -1294,16 +1294,16 @@ index	prediction
 1292	Julia wore every glove.
 1293	Grace got fired.
 1294	Kayla drunk.
-1295	Mary come here.
+1295	Mary came here.
 1296	Samuel wore many pants.
 1297	Tara hid those rabbits.
 1298	Lawrence drove to every bank.
 1299	Nancy knew James.
 1300	This student got a job.
-1301	Amy come here.
+1301	Amy came here.
 1302	Many drivers sang.
 1303	Amelia got fired.
-1304	The ice cream frozen.
+1304	The ice cream froze.
 1305	Wayne drove to some library.
 1306	Some glasses shrank.
 1307	Samantha woke up.
@@ -1311,9 +1311,9 @@ index	prediction
 1309	Many sweaters shrank.
 1310	Sarah went fishing.
 1311	Most fish broke a lot of mirrors.
-1312	Carla come here.
+1312	Carla came here.
 1313	Julie spoke up.
-1314	Some river frozen.
+1314	Some river froze.
 1315	Phillip woke up.
 1316	Diane got a job.
 1317	Aaron hid.
@@ -1325,7 +1325,7 @@ index	prediction
 1323	A lot of boys broke this truck.
 1324	April got fired.
 1325	These blouses shrank.
-1326	The dress shrank.
+1326	The dress shrunk.
 1327	Carol drove to museums.
 1328	Leslie drove to every library.
 1329	An apple went bad.
@@ -1335,7 +1335,7 @@ index	prediction
 1333	Patrick took a spotlight.
 1334	Customers knew Tracy.
 1335	Heather drove to this high school.
-1336	Phillip broken windows.
+1336	Phillip broke windows.
 1337	Shirts shrank.
 1338	Winston Churchill woke up.
 1339	Connie broke some computer.
@@ -1345,14 +1345,14 @@ index	prediction
 1343	The Impressionists forgot Tanya.
 1344	Joel drove to every hill.
 1345	This doctor went fishing.
-1346	Brett hidden away.
+1346	Brett hid away.
 1347	Rachel hid.
 1348	That actor knew a lot of dancers.
-1349	Ice froze.
+1349	Ice frozen.
 1350	Robert went to those banks.
 1351	The guest drunk.
 1352	Sara drove to every cafe.
-1353	Ruth hidden these skateboards.
+1353	Ruth hid these skateboards.
 1354	Tamara forgot Kathleen.
 1355	Most cashiers hid many customers.
 1356	Debra broke many cups.
@@ -1370,24 +1370,24 @@ index	prediction
 1368	A lot of cashiers sang.
 1369	Women got a job.
 1370	Some actress broke that dish.
-1371	Every shirt shrank.
-1372	Some icicles frozen.
+1371	Every shirt shrunk.
+1372	Some icicles froze.
 1373	Kathleen sang.
 1374	Wendy wore this blouse.
 1375	Catherine forgot Bill.
 1376	Some girl broke a fork.
-1377	Wayne broken most bicycles.
-1378	Jackets shrank.
-1379	Ann knew Helen.
+1377	Wayne broke most bicycles.
+1378	Jackets shrunk.
+1379	Ann known Helen.
 1380	Debra broke the bicycle.
-1381	Many gloves shrank.
+1381	Many gloves shrunk.
 1382	Steve broke that couch.
 1383	Dana got fired.
 1384	Most fish broke this dish.
-1385	Carlos drunk.
+1385	Carlos drank.
 1386	Ruth knew Alexander.
 1387	Grace hid.
-1388	Elaine came here.
+1388	Elaine come here.
 1389	Colleen hid away.
 1390	Some mushroom went bad.
 1391	Amanda drove to this college campus.
@@ -1402,9 +1402,9 @@ index	prediction
 1400	Women went to this museum.
 1401	Jane went fishing.
 1402	Naomi drove to most art galleries.
-1403	Brett written.
+1403	Brett wrote.
 1404	Samuel drove to some cafe.
-1405	Cilantro went bad.
+1405	Cilantro gone bad.
 1406	Marla forgot Donna.
 1407	Christina wore some blouse.
 1408	Marcus went fishing.
@@ -1416,14 +1416,14 @@ index	prediction
 1414	Most students broke most dishes.
 1415	Chad went to all rivers.
 1416	Samantha went to many closets.
-1417	Samuel come here.
+1417	Samuel came here.
 1418	These patients drove to every cafe.
 1419	Julie drove to some schools.
 1420	Walter wore many blouses.
 1421	Most teenagers wrote.
 1422	Christina drove to banks.
 1423	Kathleen woke up.
-1424	Every sock shrank.
+1424	Every sock shrunk.
 1425	Cheryl forgot a boy.
 1426	Waitresses knew Vincent.
 1427	Mark wore every skirt.
@@ -1450,7 +1450,7 @@ index	prediction
 1448	Judy forgot Anna.
 1449	Allison knew Walter.
 1450	Some cashiers wrote.
-1451	Ice cream frozen.
+1451	Ice cream froze.
 1452	Katherine spoke up.
 1453	Dana broke this plane.
 1454	Many ladies drove to some closet.
@@ -1459,7 +1459,7 @@ index	prediction
 1457	Many senators went to all closets.
 1458	That customer woke up.
 1459	Christine drank.
-1460	Every scarf shrunk.
+1460	Every scarf shrank.
 1461	Emily drank.
 1462	Maria wrote.
 1463	Holly hid Tiffany.
@@ -1483,7 +1483,7 @@ index	prediction
 1481	The Impressionists sang.
 1482	Some actor spoke up.
 1483	Tonya hid Derek.
-1484	All women hid away.
+1484	All women hidden away.
 1485	Every museum took a lot of turtles.
 1486	Regina hid.
 1487	Linda wore the shirts.
@@ -1491,11 +1491,11 @@ index	prediction
 1489	Claire wore these socks.
 1490	These girls hid Karen.
 1491	Every senator came here.
-1492	Some fish hid.
-1493	Many lakes frozen.
+1492	Some fish hidden.
+1493	Many lakes froze.
 1494	Peter got a job.
-1495	Most icicles frozen.
-1496	Rodney ate.
+1495	Most icicles froze.
+1496	Rodney eaten.
 1497	Kirsten wore shawls.
 1498	Regina woke up.
 1499	A cashier took these boxes.
@@ -1504,9 +1504,9 @@ index	prediction
 1502	Janice wore that blouse.
 1503	Mark got a job.
 1504	Heather took the turtle.
-1505	Debra drove to most hospitals.
+1505	Debra driven to most hospitals.
 1506	Catherine wore this shawl.
-1507	Heather drank.
+1507	Heather drunk.
 1508	Edward forgot Patricia.
 1509	A lot of peppers went bad.
 1510	Patricia drove to a restaurant.
@@ -1518,7 +1518,7 @@ index	prediction
 1516	A lot of customers ate.
 1517	The drivers hidden.
 1518	The Borgias hid this snake.
-1519	Rhonda eaten.
+1519	Rhonda ate.
 1520	Adam knew Rodney.
 1521	A lot of ladies hid Todd.
 1522	Frank broke those planes.
@@ -1526,7 +1526,7 @@ index	prediction
 1524	These patients wore socks.
 1525	Most hats shrank.
 1526	Douglas sang.
-1527	All horses come here.
+1527	All horses came here.
 1528	Gerald went to all libraries.
 1529	Tiffany went fishing.
 1530	Tina went to that hill.
@@ -1542,16 +1542,16 @@ index	prediction
 1540	The Lutherans wore many pants.
 1541	Adults broke this computer.
 1542	The Borgias got fired.
-1543	These socks shrank.
+1543	These socks shrunk.
 1544	Noah drank.
 1545	Julia forgot Raymond.
-1546	This ice cream frozen.
+1546	This ice cream froze.
 1547	A lot of senators drunk.
 1548	Dennis knew Tracy.
 1549	Carla hid the book.
 1550	Brenda went to every college campus.
 1551	Michael drunk.
-1552	Michael eaten.
+1552	Michael ate.
 1553	The Borgias broke the computers.
 1554	Janet broke those trucks.
 1555	Marcus broke some screens.
@@ -1561,16 +1561,16 @@ index	prediction
 1559	Rachel went to a lot of hospitals.
 1560	Some cats broke many carriages.
 1561	Travis got a job.
-1562	Paula come here.
+1562	Paula came here.
 1563	Roger forgot Christine.
 1564	Nina spoke up.
 1565	Patricia known most students.
 1566	These pedestrians drove to a lot of libraries.
 1567	The water froze.
 1568	Regina got a job.
-1569	Debra hid.
+1569	Debra hidden.
 1570	Beverly drove to every closet.
-1571	Jennifer written.
+1571	Jennifer wrote.
 1572	Those people wrote.
 1573	Sharon broke that glass.
 1574	Maria went to this mountain.
@@ -1583,13 +1583,13 @@ index	prediction
 1581	The jackets shrank.
 1582	Erin came here.
 1583	Candice hid.
-1584	The ladies drank.
-1585	A lot of rivers frozen.
+1584	The ladies drunk.
+1585	A lot of rivers froze.
 1586	Monet knew Stacy.
 1587	Cindy got fired.
 1588	Benjamin took this dog.
 1589	Denise broke every skateboard.
-1590	Many icicles frozen.
+1590	Many icicles froze.
 1591	Diane went to every closet.
 1592	Derek broke every plane.
 1593	Catherine came here.
@@ -1600,11 +1600,11 @@ index	prediction
 1598	Amanda sang.
 1599	That guy hid.
 1600	Cynthia came here.
-1601	Karla ate.
+1601	Karla eaten.
 1602	Karen went to a lot of grocery stores.
 1603	That actor drove to that closet.
 1604	Some shawls shrank.
-1605	Deborah broke these plates.
+1605	Deborah broken these plates.
 1606	Catherine spoke up.
 1607	Doctors drove to a high school.
 1608	Some patients sang.
@@ -1636,7 +1636,7 @@ index	prediction
 1634	Jesus went fishing.
 1635	Most teachers broke that plate.
 1636	Some pepper went bad.
-1637	Every coat shrank.
+1637	Every coat shrunk.
 1638	Susan forgot Tracy.
 1639	Chad wore the sock.
 1640	Some banks forgot Kendra.
@@ -1646,12 +1646,12 @@ index	prediction
 1644	That guest hid away.
 1645	That senator got fired.
 1646	Teresa went to some high schools.
-1647	Christopher broken the dishes.
+1647	Christopher broke the dishes.
 1648	Those gloves shrunk.
 1649	Many adults went fishing.
 1650	That mushroom went bad.
 1651	Susan broke vases.
-1652	Homer broke a lot of screens.
+1652	Homer broken a lot of screens.
 1653	Stacey forgot all women.
 1654	Most pedestrians hid away.
 1655	Allison hid away.
@@ -1661,9 +1661,9 @@ index	prediction
 1659	Alexander broke those bikes.
 1660	Carol hid.
 1661	Many waiters got fired.
-1662	Edward come here.
+1662	Edward came here.
 1663	The waitresses forgot Michael.
-1664	Brett knew Paula.
+1664	Brett known Paula.
 1665	Sabrina took some dog.
 1666	These doctors went to glaciers.
 1667	Every driver broke a plate.
@@ -1675,9 +1675,9 @@ index	prediction
 1673	Those mushrooms went bad.
 1674	Vanessa took all art galleries.
 1675	Patrick went fishing.
-1676	Tara hidden.
+1676	Tara hid.
 1677	This eggplant went bad.
-1678	Wendy drank.
+1678	Wendy drunk.
 1679	Alexander woke up.
 1680	Carol came here.
 1681	Jeffrey took every candle.
@@ -1695,15 +1695,15 @@ index	prediction
 1693	Winston Churchill hid.
 1694	Michael hid.
 1695	Some hat shrank.
-1696	Jesus hidden.
+1696	Jesus hid.
 1697	Martha took a lot of bicycles.
-1698	Melissa come here.
+1698	Melissa came here.
 1699	Brenda hid away.
 1700	George went to all movie theaters.
 1701	Some doctors wore those scarves.
 1702	A teenager broke that bike.
 1703	Nicole forgot Meredith.
-1704	Some bird woke up.
+1704	Some bird woken up.
 1705	Andrew broke this fork.
 1706	Men spoke up.
 1707	Regina took some bread.
@@ -1712,21 +1712,21 @@ index	prediction
 1710	Thomas woke up.
 1711	Cheryl broke every bike.
 1712	Melanie went to every high school.
-1713	The shoe shrank.
+1713	The shoe shrunk.
 1714	Holly got fired.
 1715	Edward went to that college campus.
 1716	Douglas woke up.
 1717	Jane woke up.
 1718	Alexander broke these cups.
 1719	Judy got fired.
-1720	Elaine sung.
+1720	Elaine sang.
 1721	Julia knew Peter.
 1722	Jessica hid a newspaper article.
 1723	Melanie wrote.
 1724	The waiters hid away.
 1725	Thomas hid.
 1726	Every adult came here.
-1727	Erin eaten.
+1727	Erin ate.
 1728	Sabrina sang.
 1729	Stacey hid Sabrina.
 1730	Christina went to every closet.
@@ -1768,9 +1768,9 @@ index	prediction
 1766	Tanya come here.
 1767	Rodney broke some plates.
 1768	Alexander drove to restaurants.
-1769	Every woman driven to college campuses.
+1769	Every woman drove to college campuses.
 1770	Charles wore that coat.
-1771	This pedestrian eaten.
+1771	This pedestrian ate.
 1772	These dancers sang.
 1773	Elizabeth got fired.
 1774	Thomas sang.
@@ -1780,7 +1780,7 @@ index	prediction
 1778	Jane wore the shirt.
 1779	This teacher broke a skateboard.
 1780	Jason took many boxes.
-1781	Rose drunk.
+1781	Rose drank.
 1782	Lori broke glasses.
 1783	Theresa wore a lot of coats.
 1784	This patient went fishing.
@@ -1788,9 +1788,9 @@ index	prediction
 1786	A mushroom went bad.
 1787	Libraries forgot Wayne.
 1788	Aaron wore that shoe.
-1789	Girls sang.
+1789	Girls sung.
 1790	Diana got a job.
-1791	Edward hid away.
+1791	Edward hidden away.
 1792	Regina got fired.
 1793	Ella took rice.
 1794	Heidi wore some glove.
@@ -1800,8 +1800,8 @@ index	prediction
 1798	This senator broke these plates.
 1799	These students drove to a restaurant.
 1800	Walter went fishing.
-1801	Ann knew Florence.
-1802	Broccoli went bad.
+1801	Ann known Florence.
+1802	Broccoli gone bad.
 1803	The association took those bikes.
 1804	Aaron went to every art gallery.
 1805	The Impressionists drove to the mall.
@@ -1810,15 +1810,15 @@ index	prediction
 1808	Colleen went fishing.
 1809	All governments forgot Kenneth.
 1810	Kristin hid away.
-1811	Some patients drunk.
+1811	Some patients drank.
 1812	The Lutherans drank.
 1813	Stacy broke a lot of cars.
-1814	These senators drunk.
+1814	These senators drank.
 1815	Ronald went fishing.
-1816	Denise knew Stacy.
+1816	Denise known Stacy.
 1817	Walter went to that school.
-1818	Most rivers frozen.
-1819	Adults hidden away.
+1818	Most rivers froze.
+1819	Adults hid away.
 1820	The senators drank.
 1821	Eva spoke up.
 1822	Martin wore some blouses.
@@ -1831,7 +1831,7 @@ index	prediction
 1829	Those waitresses written.
 1830	Teresa broke some mirror.
 1831	Clyde hid.
-1832	Connie ate.
+1832	Connie eaten.
 1833	Ronald broke that wheelbarrow.
 1834	Robert hid.
 1835	Elizabeth wore all sweaters.
@@ -1842,7 +1842,7 @@ index	prediction
 1840	Craig got a job.
 1841	These patients broke this cart.
 1842	Martha hid away.
-1843	Ann written.
+1843	Ann wrote.
 1844	Tammy sang.
 1845	Jacqueline wrote.
 1846	The senator knew Carl.
@@ -1854,17 +1854,17 @@ index	prediction
 1852	Derek took most mushrooms.
 1853	Claire wore most skirts.
 1854	Carol hid this scarf.
-1855	A jacket shrank.
+1855	A jacket shrunk.
 1856	Travis went fishing.
-1857	Hospitals forgotten most actors.
-1858	A lot of jackets shrank.
+1857	Hospitals forgot most actors.
+1858	A lot of jackets shrunk.
 1859	Many patients come here.
 1860	Every adult got a job.
 1861	The bird broke some trucks.
 1862	Those children forgot Andrew.
 1863	Mark woke up.
 1864	The Borgias wrote.
-1865	Alexander hidden away.
+1865	Alexander hid away.
 1866	A lot of doctors broke a lot of couches.
 1867	Clyde sang.
 1868	These associations took all skateboards.
@@ -1881,18 +1881,18 @@ index	prediction
 1879	Most banks knew Julie.
 1880	Christina hid.
 1881	Eric forgot Vanessa.
-1882	Those students come here.
+1882	Those students came here.
 1883	Laura drove to some mountain.
 1884	Jodi drove to some hills.
-1885	Donald ate.
-1886	Margaret come here.
+1885	Donald eaten.
+1886	Margaret came here.
 1887	This woman got a job.
 1888	Every teenager forgot Sharon.
 1889	Vincent hid a dog.
 1890	Ruth went fishing.
 1891	Curtis wore these dresses.
 1892	A lake froze.
-1893	Karla come here.
+1893	Karla came here.
 1894	Tracy drove to many restaurants.
 1895	Nina drove to some hill.
 1896	Lucille broke this unicycle.
@@ -1915,11 +1915,11 @@ index	prediction
 1913	Jeffrey went to libraries.
 1914	These dancers took the art galleries.
 1915	Dawn wrote.
-1916	James written.
+1916	James wrote.
 1917	Maria wore some shirt.
 1918	This child knew a lot of men.
 1919	Jerry broke some carriage.
-1920	All snakes broken all bicycles.
+1920	All snakes broke all bicycles.
 1921	The students knew Jason.
 1922	Those girls broke that wheelbarrow.
 1923	Timothy hid Danielle.
@@ -1940,27 +1940,27 @@ index	prediction
 1938	Tiffany ate.
 1939	Aaron broke these computers.
 1940	A pedestrian wrote.
-1941	Steven drank.
+1941	Steven drunk.
 1942	Galileo knew Richard.
 1943	Mary knew Bruce.
 1944	Winston Churchill forgot Charles.
 1945	The girls went to all cafes.
-1946	Mitchell drunk.
+1946	Mitchell drank.
 1947	Richard got fired.
 1948	Colleen broke this car.
 1949	Gerald wore this glove.
 1950	Guy drove to art galleries.
-1951	Karen hid.
+1951	Karen hidden.
 1952	Jason eaten.
 1953	Alan took this bicycle.
 1954	Sonia took these newspaper articles.
-1955	Veronica hidden away.
+1955	Veronica hid away.
 1956	The man broke some skateboard.
 1957	Charles went fishing.
 1958	Cynthia woke up.
-1959	Vanessa ate.
-1960	All teachers drunk.
+1959	Vanessa eaten.
+1960	All teachers drank.
 1961	Every cat broke that skateboard.
 1962	Every dancer wore that sweater.
-1963	Ann went to some river.
+1963	Ann gone to some river.
 1964	Deanna broke the cart.