Training in progress, step 2000

pytorch_model.bin

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training_args.bin

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zeroshot/anaphor_agreement/eval_results.json

@@ -1 +1 @@
-{"eval_accuracy": 0.9396728016359919}
+{"eval_accuracy": 0.9427402862985685}

zeroshot/anaphor_agreement/predictions.txt

@@ -7,11 +7,11 @@ index	prediction
 5	Christina boasts about herself.
 6	Suzanne would irritate herself.
 7	Rose couldn't reference herself.
-8	Paul should stun himself.
+8	Paul should stun herself.
 9	Kristen praises himself.
-10	Tamara might work with herself.
+10	Tamara might work with himself.
 11	Valerie remembers herself.
-12	Kristen hasn't worked with herself.
+12	Kristen hasn't worked with itself.
 13	Kendra disturbed himself.
 14	Lawrence had boasted about himself.
 15	Jason wasn't listening to himself.
@@ -31,7 +31,7 @@ index	prediction
 29	April isn't complaining about himself.
 30	Scott had questioned himself.
 31	Wayne helps himself.
-32	Amelia heals himself.
+32	Amelia heals herself.
 33	Debra is disgusting herself.
 34	Irene has admired herself.
 35	Brad distracted himself.
@@ -39,7 +39,7 @@ index	prediction
 37	Ronald upset himself.
 38	Catherine hasn't noticed herself.
 39	Susan shouldn't criticize herself.
-40	Dawn has described himself.
+40	Dawn has described herself.
 41	Joseph describes himself.
 42	Catherine isn't hurting herself.
 43	Tracy alarmed herself.
@@ -53,7 +53,7 @@ index	prediction
 51	Steve wasn't describing himself.
 52	Roger had known himself.
 53	Larry boasts about himself.
-54	Kayla complains about himself.
+54	Kayla complains about herself.
 55	A bird had found herself.
 56	Ellen wasn't worrying herself.
 57	Debra wasn't investigating herself.
@@ -68,7 +68,7 @@ index	prediction
 66	Douglas healed himself.
 67	Colleen wasn't concealing herself.
 68	Catherine disturbed herself.
-69	Some company astounded itself.
+69	Some company astounded herself.
 70	Todd likes himself.
 71	Tamara couldn't flee from himself.
 72	Rose praised herself.
@@ -93,7 +93,7 @@ index	prediction
 91	Tonya sees herself.
 92	Christina hasn't hired herself.
 93	Pamela did reveal herself.
-94	Diane had concealed herself.
+94	Diane had concealed himself.
 95	Melinda hasn't argued about herself.
 96	Deanna insults herself.
 97	Gregory isn't hurting himself.
@@ -107,8 +107,8 @@ index	prediction
 105	Peter wasn't disgusting himself.
 106	Kristen isn't aggravating herself.
 107	Victoria hid herself.
-108	Becca has seen himself.
-109	Sherry can't forget herself.
+108	Becca has seen herself.
+109	Sherry can't forget himself.
 110	Tracy had distracted herself.
 111	Stephanie is talking to herself.
 112	Carl describes himself.
@@ -134,7 +134,7 @@ index	prediction
 132	Adam returned to himself.
 133	A university won't impress himself.
 134	Marla annoyed herself.
-135	Every story would disagree with itself.
+135	Every story would disagree with himself.
 136	Aaron references himself.
 137	Caroline isn't impressing herself.
 138	Laurie wasn't questioning herself.
@@ -143,7 +143,7 @@ index	prediction
 141	Danielle embarrassed himself.
 142	Daniel hasn't fired himself.
 143	Catherine has confused herself.
-144	That committee wasn't upsetting itself.
+144	That committee wasn't upsetting himself.
 145	Stephanie has thought about herself.
 146	Rachel notices herself.
 147	Claire doesn't complain about herself.
@@ -170,11 +170,11 @@ index	prediction
 168	Roger would think about himself.
 169	Victoria appreciates herself.
 170	Travis appreciates himself.
-171	Eric investigated himself.
+171	Eric investigated herself.
 172	Dana was watching herself.
 173	Matt hasn't hidden himself.
-174	Meredith sounds like herself.
-175	Heidi has hated herself.
+174	Meredith sounds like himself.
+175	Heidi has hated himself.
 176	Tina had cured herself.
 177	Cindy was praising herself.
 178	April has hired himself.
@@ -215,7 +215,7 @@ index	prediction
 213	Dana loves herself.
 214	Regina scares herself.
 215	Chad had aggravated himself.
-216	Margaret is describing himself.
+216	Margaret is describing herself.
 217	Deanna couldn't kiss herself.
 218	Jerry hides himself.
 219	Russell wasn't approaching himself.
@@ -249,11 +249,11 @@ index	prediction
 247	Maria talks to herself.
 248	Sherry shouldn't fire herself.
 249	Dawn shocked herself.
-250	Stacy escapes from himself.
+250	Stacy escapes from herself.
 251	Laura did investigate herself.
 252	Liam hasn't fled from himself.
-253	Carla couldn't escape from herself.
-254	Eric could think about himself.
+253	Carla couldn't escape from himself.
+254	Eric could think about herself.
 255	Carrie didn't hide herself.
 256	The woman can't annoy herself.
 257	Carl hasn't impressed himself.
@@ -266,8 +266,8 @@ index	prediction
 264	Mark fires himself.
 265	Tiffany argued about herself.
 266	Lori hadn't talked to herself.
-267	Alice has distracted himself.
-268	Rose heals itself.
+267	Alice has distracted herself.
+268	Rose heals herself.
 269	Grace wouldn't talk to herself.
 270	Kimberley would embarrass herself.
 271	John admires himself.
@@ -289,13 +289,13 @@ index	prediction
 287	Angela hasn't impressed herself.
 288	Lawrence questioned himself.
 289	Sarah knows herself.
-290	Cindy wasn't astounding herself.
+290	Cindy wasn't astounding himself.
 291	Andrew is talking to himself.
-292	Kimberley isn't admiring herself.
+292	Kimberley isn't admiring itself.
 293	Samantha argued about herself.
 294	Beth had sounded like herself.
 295	Bruce had noticed himself.
-296	Heidi talks about herself.
+296	Heidi talks about himself.
 297	Amy scares herself.
 298	Donna isn't hiring herself.
 299	Eric returned to himself.
@@ -362,7 +362,7 @@ index	prediction
 360	Amanda will alarm herself.
 361	Rhonda likes herself.
 362	Vincent embarrassed himself.
-363	The waitress discovers herself.
+363	The waitress discovers himself.
 364	Jennifer has scared herself.
 365	Tamara had upset herself.
 366	Tara hadn't seen himself.
@@ -375,7 +375,7 @@ index	prediction
 373	Irene hadn't scared herself.
 374	Beverly has investigated herself.
 375	Chad complains about himself.
-376	Suzanne hadn't known herself.
+376	Suzanne hadn't known himself.
 377	Sally visited herself.
 378	Dawn escaped from herself.
 379	Omar reveals himself.
@@ -397,7 +397,7 @@ index	prediction
 395	Florence sounds like herself.
 396	Homer is attacking himself.
 397	Guy would insult himself.
-398	Colleen doesn't complain about himself.
+398	Colleen doesn't complain about herself.
 399	Cynthia wouldn't distract himself.
 400	Tammy can't scare herself.
 401	Ruth heals herself.
@@ -406,18 +406,18 @@ index	prediction
 404	Travis doesn't find himself.
 405	Susan visited herself.
 406	Steve has complained about himself.
-407	Tara could scare himself.
+407	Tara could scare herself.
 408	Bill hires himself.
 409	Matt found himself.
 410	Travis listened to himself.
 411	Kayla forgot herself.
 412	Noah hides himself.
 413	Dan cured himself.
-414	Spain was scaring itself.
-415	The library couldn't aggravate itself.
+414	Spain was scaring herself.
+415	The library couldn't aggravate himself.
 416	Catherine isn't confusing herself.
 417	Adam doesn't escape from himself.
-418	Steven was impressing himself.
+418	Steven was impressing herself.
 419	Rebecca has visited herself.
 420	Todd doesn't see himself.
 421	Barbara is noticing herself.
@@ -441,7 +441,7 @@ index	prediction
 439	Ruth can't observe herself.
 440	Chad hurt himself.
 441	Diana describes herself.
-442	Carol might complain about himself.
+442	Carol might complain about herself.
 443	Andrew was annoying himself.
 444	Derek isn't referencing himself.
 445	Regina had scared herself.
@@ -461,10 +461,10 @@ index	prediction
 459	That actress describes herself.
 460	Bruce shouldn't argue about himself.
 461	Caroline would help herself.
-462	Bradley couldn't upset herself.
+462	Bradley couldn't upset himself.
 463	Eva bored herself.
 464	David hires himself.
-465	Becca hadn't astounded himself.
+465	Becca hadn't astounded herself.
 466	Harvard University wasn't disturbing itself.
 467	Phillip hadn't watched himself.
 468	Joel forgets himself.
@@ -497,7 +497,7 @@ index	prediction
 495	Andrea left herself.
 496	Melinda cured herself.
 497	Meredith has kissed herself.
-498	April criticized herself.
+498	April criticized itself.
 499	Sheila won't bother herself.
 500	Roger should dislike himself.
 501	Jerry would attack himself.
@@ -505,22 +505,22 @@ index	prediction
 503	Ronald scared himself.
 504	Susan wasn't attacking herself.
 505	Sarah could criticize herself.
-506	Stacy had hired himself.
+506	Stacy had hired herself.
 507	Frank has worked with himself.
 508	That actress will irritate herself.
 509	Stephanie has irritated herself.
-510	Colleen forgets himself.
+510	Colleen forgets herself.
 511	Nancy hurt herself.
 512	Deborah hasn't remembered herself.
 513	Alicia hasn't remembered herself.
-514	Beverly can respect himself.
-515	Ann has cared for himself.
+514	Beverly can respect herself.
+515	Ann has cared for herself.
 516	Edward had disliked himself.
 517	Melanie had returned to herself.
 518	Alexander scares himself.
 519	Ella revealed herself.
 520	Samuel hasn't hated himself.
-521	Omar embarrassed himself.
+521	Omar embarrassed herself.
 522	That boy upset himself.
 523	Diana respected herself.
 524	Charles worked with himself.
@@ -534,7 +534,7 @@ index	prediction
 532	Danielle bored himself.
 533	Some movie was disagreeing with herself.
 534	Anna investigated herself.
-535	Heidi had stunned herself.
+535	Heidi had stunned himself.
 536	Theodore boasted about himself.
 537	Every woman would care for herself.
 538	That lady cured herself.
@@ -550,10 +550,10 @@ index	prediction
 548	Steven visited himself.
 549	Susan knew herself.
 550	Some report was disagreeing with himself.
-551	Heather is worrying himself.
+551	Heather is worrying herself.
 552	Thomas reveals himself.
 553	Aaron visits himself.
-554	This company had disturbed itself.
+554	This company had disturbed himself.
 555	Brian hasn't concealed himself.
 556	Carmen works with herself.
 557	Kayla does admire herself.
@@ -571,21 +571,21 @@ index	prediction
 569	Douglas should respect himself.
 570	Karen worked with herself.
 571	Elaine can reveal herself.
-572	Rhonda has referenced itself.
+572	Rhonda has referenced herself.
 573	Emily had hated herself.
 574	Vanessa complained about herself.
 575	Jessica is impressing herself.
 576	Carrie describes herself.
 577	Melanie wasn't discovering herself.
 578	William is discovering himself.
-579	Elaine observes himself.
+579	Elaine observes herself.
 580	Ellen was hiring herself.
 581	Wendy hasn't worried herself.
 582	Claire had concealed herself.
 583	David visited himself.
 584	Suzanne thought about herself.
 585	Carla notices herself.
-586	Derek wasn't describing himself.
+586	Derek wasn't describing herself.
 587	Angela can't stun herself.
 588	Some story hasn't disagreed with himself.
 589	Amy has helped herself.
@@ -599,24 +599,24 @@ index	prediction
 597	Wayne praises himself.
 598	Every commentary had disagreed with itself.
 599	Steven complains about himself.
-600	Connie hadn't alarmed herself.
+600	Connie hadn't alarmed himself.
 601	Meredith can't see herself.
 602	Peter wouldn't alarm himself.
 603	Eva has respected herself.
 604	Kristen has noticed himself.
-605	Raymond was criticizing himself.
+605	Raymond was criticizing herself.
 606	Stacey isn't alarming herself.
-607	Janet hasn't scared himself.
+607	Janet hasn't scared herself.
 608	The lady hasn't hired herself.
 609	Becca describes herself.
 610	Tara hadn't remembered herself.
-611	Ann might worry himself.
+611	Ann might worry herself.
 612	Barbara hadn't referenced herself.
 613	Joel has hugged himself.
 614	Sheila revealed herself.
 615	Suzanne hurt herself.
 616	Dan talks about himself.
-617	Bethany was confusing himself.
+617	Bethany was confusing herself.
 618	Guy was referencing himself.
 619	Julia isn't healing herself.
 620	Clyde might like himself.
@@ -663,9 +663,9 @@ index	prediction
 661	William had admired himself.
 662	Sabrina isn't escaping from herself.
 663	Karla isn't finding herself.
-664	Gerald had worried herself.
+664	Gerald had worried himself.
 665	A lady hasn't visited herself.
-666	Renee hadn't alarmed himself.
+666	Renee hadn't alarmed herself.
 667	Sarah fires herself.
 668	Sara hadn't fled from herself.
 669	Anne upset herself.
@@ -676,7 +676,7 @@ index	prediction
 674	Karen didn't see herself.
 675	Andrew did annoy himself.
 676	Meredith was disgusting himself.
-677	Margaret won't heal himself.
+677	Margaret won't heal herself.
 678	Raymond hasn't referenced himself.
 679	Lawrence disturbed himself.
 680	Clyde stunned himself.
@@ -693,7 +693,7 @@ index	prediction
 691	Charles isn't thinking about himself.
 692	Some lady isn't bothering herself.
 693	Douglas wouldn't confuse himself.
-694	Ann can shock himself.
+694	Ann can shock herself.
 695	Noah knows himself.
 696	Eva heals herself.
 697	Theodore wasn't revealing himself.
@@ -723,7 +723,7 @@ index	prediction
 721	Renee was referencing herself.
 722	Phillip isn't confusing himself.
 723	Melinda found herself.
-724	Tiffany hasn't discovered himself.
+724	Tiffany hasn't discovered herself.
 725	Roger wouldn't astound himself.
 726	Carlos forgot himself.
 727	Helen referenced herself.
@@ -776,11 +776,11 @@ index	prediction
 774	Lucille embarrassed herself.
 775	Naomi had found herself.
 776	Stephanie listens to herself.
-777	Karen sees herself.
+777	Karen sees himself.
 778	Joel isn't hurting himself.
 779	Sarah discusses herself.
 780	Amanda could praise herself.
-781	Tara helped himself.
+781	Tara helped herself.
 782	Samuel had hated himself.
 783	Joel respected himself.
 784	Ruth confused herself.
@@ -788,13 +788,13 @@ index	prediction
 786	Ronald had admired himself.
 787	Jill hasn't confused herself.
 788	Tamara appreciates herself.
-789	Teresa wouldn't return to itself.
+789	Teresa wouldn't return to herself.
 790	Cynthia won't hug herself.
 791	Tonya wasn't investigating himself.
 792	Jill wasn't praising herself.
 793	Jane had remembered herself.
 794	Judy wasn't hurting herself.
-795	Jeffrey visited himself.
+795	Jeffrey visited herself.
 796	Jodi had scared herself.
 797	Florence would bore itself.
 798	Amy observed herself.
@@ -802,7 +802,7 @@ index	prediction
 800	Lori alarmed herself.
 801	Charles would appreciate himself.
 802	Brett isn't alarming himself.
-803	Suzanne wasn't concealing herself.
+803	Suzanne wasn't concealing himself.
 804	Rebecca discovers herself.
 805	Elaine talked to herself.
 806	Phillip has hired himself.
@@ -824,7 +824,7 @@ index	prediction
 822	Tara knows herself.
 823	Robert should hate himself.
 824	Brad forgot himself.
-825	Carolyn complained about himself.
+825	Carolyn complained about herself.
 826	The essay hadn't sounded like itself.
 827	Aaron hadn't hugged himself.
 828	Guy has annoyed himself.
@@ -837,7 +837,7 @@ index	prediction
 835	Carol insults herself.
 836	Barbara isn't escaping from herself.
 837	Holly disagrees with herself.
-838	Samantha hasn't known herself.
+838	Samantha hasn't known himself.
 839	Nicole won't praise herself.
 840	Karen does visit herself.
 841	Tara isn't admiring herself.
@@ -855,7 +855,7 @@ index	prediction
 853	Christopher hasn't distracted himself.
 854	Nina had questioned herself.
 855	Theresa couldn't flee from herself.
-856	Florence criticizes himself.
+856	Florence criticizes herself.
 857	Guy questions himself.
 858	David has fired himself.
 859	Sabrina helps herself.
@@ -881,7 +881,7 @@ index	prediction
 879	Tonya has argued about himself.
 880	Valerie wasn't approaching herself.
 881	Sabrina remembers herself.
-882	A bank has described himself.
+882	A bank has described itself.
 883	Brian hadn't worried himself.
 884	Regina isn't confusing herself.
 885	Thomas worked with himself.
@@ -900,7 +900,7 @@ index	prediction
 898	Deanna was discovering herself.
 899	Kimberley listened to herself.
 900	Rose visited herself.
-901	Florence hasn't talked about herself.
+901	Florence hasn't talked about himself.
 902	Spain didn't impress himself.
 903	Wayne does hire himself.
 904	Kayla approaches herself.
@@ -916,17 +916,17 @@ index	prediction
 914	Tanya couldn't conceal herself.
 915	George sounded like himself.
 916	Ronald healed himself.
-917	Tonya did think about himself.
+917	Tonya did think about herself.
 918	Richard works with himself.
 919	Walter hadn't described himself.
 920	Amanda hasn't respected herself.
 921	Caroline didn't like herself.
 922	Sherry hasn't concealed himself.
-923	Tara was impressing himself.
+923	Tara was impressing herself.
 924	Dawn hadn't talked to herself.
 925	Marie wouldn't irritate herself.
 926	Martin has hired himself.
-927	Jeffrey should care for himself.
+927	Jeffrey should care for herself.
 928	Christopher observed himself.
 929	Michelle shouldn't investigate herself.
 930	Amy isn't admiring herself.
@@ -950,7 +950,7 @@ index	prediction
 948	Carolyn cares for herself.
 949	Brett has revealed himself.
 950	That boy might describe himself.
-951	Every dancer had disliked herself.
+951	Every dancer had disliked himself.
 952	Paula couldn't approach herself.
 953	Stephanie could flee from herself.
 954	Vincent saw himself.
@@ -966,7 +966,7 @@ index	prediction
 964	Stephen had worried himself.
 965	Ruth concealed herself.
 966	Harvard University was scaring himself.
-967	Raymond hugged himself.
+967	Raymond hugged herself.
 968	Holly is annoying herself.
 969	Some bank likes himself.
 970	Carlos should embarrass himself.
@@ -1007,7 +1007,7 @@ index	prediction
 1005	Julie hadn't revealed herself.
 1006	Many people bothered themselves.
 1007	Most girls annoyed themselves.
-1008	Most ladies weren't arguing about herself.
+1008	Most ladies weren't arguing about themselves.
 1009	The waitresses investigated themselves.
 1010	Peter won't fire himself.
 1011	Those waitresses had loved themselves.
@@ -1071,7 +1071,7 @@ index	prediction
 1069	Some museums annoy themselves.
 1070	All waiters cured himself.
 1071	The teenagers shouldn't bore themselves.
-1072	All cashiers hurt themselves.
+1072	All cashiers hurt himself.
 1073	Cynthia wasn't escaping from herself.
 1074	Many banks haven't aggravated themselves.
 1075	All organizations have confused themselves.
@@ -1175,7 +1175,7 @@ index	prediction
 1173	Jason fired himself.
 1174	Many teachers had noticed themselves.
 1175	Those adults did alarm themselves.
-1176	The Impressionists like himself.
+1176	The Impressionists like themselves.
 1177	Eric shouldn't aggravate himself.
 1178	Irene wouldn't boast about herself.
 1179	Homer sounded like himself.
@@ -1252,7 +1252,7 @@ index	prediction
 1250	Ann hasn't bothered herself.
 1251	Samuel hadn't hated himself.
 1252	The cashiers shouldn't worry themselves.
-1253	The Borgias have talked about himself.
+1253	The Borgias have talked about themselves.
 1254	James isn't watching himself.
 1255	Ruth wasn't discussing herself.
 1256	All doctors discover themselves.
@@ -1352,7 +1352,7 @@ index	prediction
 1350	Meredith was escaping from herself.
 1351	Stacy astounded herself.
 1352	Customers would discuss themselves.
-1353	An association impresses themselves.
+1353	An association impresses itself.
 1354	Those ladies weren't talking to themselves.
 1355	Carl is admiring himself.
 1356	Sandra hid herself.
@@ -1361,7 +1361,7 @@ index	prediction
 1359	Roger does complain about himself.
 1360	Amy has concealed herself.
 1361	Edward had distracted himself.
-1362	A lot of waitresses complained about himself.
+1362	A lot of waitresses complained about themselves.
 1363	Most customers won't hate themselves.
 1364	Candice liked herself.
 1365	Janet complained about herself.
@@ -1420,7 +1420,7 @@ index	prediction
 1418	All people irritate themselves.
 1419	These teachers don't impress themselves.
 1420	Russell wasn't shocking himself.
-1421	Actresses complain about himself.
+1421	Actresses complain about themselves.
 1422	Aaron might kiss himself.
 1423	Adam had disgusted himself.
 1424	Adam referenced himself.
@@ -1446,7 +1446,7 @@ index	prediction
 1444	Russell isn't questioning himself.
 1445	Some committee should annoy themselves.
 1446	Those girls reveal themselves.
-1447	Some government worries themselves.
+1447	Some government worries itself.
 1448	These doctors had hidden themselves.
 1449	Carol had hated herself.
 1450	Joel wasn't appreciating himself.
@@ -1475,7 +1475,7 @@ index	prediction
 1473	Gary thought about himself.
 1474	Mary returned to herself.
 1475	All doctors help themselves.
-1476	Every waitress has observed herself.
+1476	Every waitress has observed themselves.
 1477	Liam hadn't astounded himself.
 1478	Larry is describing himself.
 1479	Some girls investigate themselves.
@@ -1495,7 +1495,7 @@ index	prediction
 1493	The Lutherans disliked themselves.
 1494	Teenagers would love themselves.
 1495	Allison hasn't noticed herself.
-1496	Ladies had referenced themselves.
+1496	Ladies had referenced herself.
 1497	Some dancers insult themselves.
 1498	David had hurt himself.
 1499	Chad fired himself.
@@ -1518,7 +1518,7 @@ index	prediction
 1516	Cheryl couldn't care for herself.
 1517	Most stories disagreed with themselves.
 1518	Walter could know himself.
-1519	Every library impresses themselves.
+1519	Every library impresses itself.
 1520	Michelle hasn't concealed herself.
 1521	Linda stunned herself.
 1522	Some men were approaching themselves.
@@ -1533,7 +1533,7 @@ index	prediction
 1531	Guy bothered himself.
 1532	Tara wasn't concealing herself.
 1533	Most teachers concealed themselves.
-1534	The university can't astound itself.
+1534	The university can't astound themselves.
 1535	Some waiters do visit themselves.
 1536	Those cashiers have concealed themselves.
 1537	The children can know themselves.
@@ -1543,7 +1543,7 @@ index	prediction
 1541	Beth had upset herself.
 1542	These senators had seen themselves.
 1543	Those schools don't irritate themselves.
-1544	Waitresses irritate themselves.
+1544	Waitresses irritate himself.
 1545	A lot of teenagers have visited themselves.
 1546	All adults worked with themselves.
 1547	The teenagers scared themselves.
@@ -1551,7 +1551,7 @@ index	prediction
 1549	Rhonda does flee from themselves.
 1550	All patients care for themselves.
 1551	Sara can visit herself.
-1552	All doctors wouldn't distract themselves.
+1552	All doctors wouldn't distract herself.
 1553	Russell sounds like himself.
 1554	All actresses approached themselves.
 1555	These people had revealed themselves.
@@ -1567,9 +1567,9 @@ index	prediction
 1565	Teresa has remembered herself.
 1566	Jessica had fired herself.
 1567	Mark doesn't flee from himself.
-1568	Some museum distracted itself.
+1568	Some museum distracted themselves.
 1569	Most children aren't upsetting themselves.
-1570	The company upsets themselves.
+1570	The company upsets itself.
 1571	Noah would conceal himself.
 1572	Kendra might shock herself.
 1573	The teachers weren't arguing about themselves.
@@ -1609,7 +1609,7 @@ index	prediction
 1607	Most girls knew themselves.
 1608	All men can hug themselves.
 1609	Those actors admired themselves.
-1610	A documentary should disagree with itself.
+1610	A documentary should disagree with themselves.
 1611	The guy had admired himself.
 1612	Dancers sounded like themselves.
 1613	Some essay is disagreeing with itself.
@@ -1622,7 +1622,7 @@ index	prediction
 1620	Jessica won't impress herself.
 1621	A lot of waitresses astound themselves.
 1622	A lot of actors might visit themselves.
-1623	Actresses hadn't hidden himself.
+1623	Actresses hadn't hidden themselves.
 1624	Those adults hadn't irritated themselves.
 1625	Some actresses discover themselves.
 1626	Stephanie couldn't talk to herself.
@@ -1633,9 +1633,9 @@ index	prediction
 1631	A lot of girls hadn't hidden themselves.
 1632	All dancers discussed themselves.
 1633	Dana impressed herself.
-1634	Some waitress did discuss herself.
+1634	Some waitress did discuss themselves.
 1635	Heather wasn't healing herself.
-1636	Some ladies aren't worrying herself.
+1636	Some ladies aren't worrying themselves.
 1637	A lot of drivers fired themselves.
 1638	Most committees had astounded themselves.
 1639	Most adults disgusted themselves.
@@ -1645,8 +1645,8 @@ index	prediction
 1643	Vincent astounded himself.
 1644	Those students could return to themselves.
 1645	Alice might confuse herself.
-1646	All cashiers aggravated itself.
-1647	Deborah can't conceal herself.
+1646	All cashiers aggravated themselves.
+1647	Deborah can't conceal themselves.
 1648	A lot of drivers return to themselves.
 1649	Carlos had discussed himself.
 1650	A lot of girls can watch themselves.
@@ -1668,7 +1668,7 @@ index	prediction
 1666	The drivers hadn't returned to themselves.
 1667	Nicole should complain about herself.
 1668	Heather remembered herself.
-1669	The school bothers themselves.
+1669	The school bothers itself.
 1670	The guy distracted himself.
 1671	Walter stunned himself.
 1672	Some guy returned to himself.
@@ -1683,7 +1683,7 @@ index	prediction
 1681	Rose doesn't reveal herself.
 1682	Kendra impressed herself.
 1683	Melissa will approach herself.
-1684	Those cashiers had sounded like himself.
+1684	Those cashiers had sounded like themselves.
 1685	The teenagers annoyed themselves.
 1686	Most guys were hiding themselves.
 1687	Many actors haven't listened to themselves.
@@ -1773,7 +1773,7 @@ index	prediction
 1771	All banks had upset themselves.
 1772	Kimberley had cured herself.
 1773	David is questioning himself.
-1774	Most waitresses wouldn't sound like himself.
+1774	Most waitresses wouldn't sound like themselves.
 1775	Renee bothered herself.
 1776	Homer fired himself.
 1777	The Impressionists haven't found themselves.
@@ -1790,7 +1790,7 @@ index	prediction
 1788	Stephanie will hurt herself.
 1789	Sherry does observe herself.
 1790	Kenneth questioned himself.
-1791	April sounded like herself.
+1791	April sounded like themselves.
 1792	Tara hasn't cured herself.
 1793	Sherry is hiring herself.
 1794	The boy cured himself.
@@ -1834,7 +1834,7 @@ index	prediction
 1832	David couldn't scare himself.
 1833	Many children escape from themselves.
 1834	Many customers wouldn't bother themselves.
-1835	That hospital upsets themselves.
+1835	That hospital upsets itself.
 1836	Guy described himself.
 1837	Carol scared herself.
 1838	Susan wasn't watching herself.
@@ -1861,7 +1861,7 @@ index	prediction
 1859	All senators haven't impressed themselves.
 1860	Dana investigated herself.
 1861	Lisa couldn't flee from herself.
-1862	April isn't noticing themselves.
+1862	April isn't noticing herself.
 1863	Many schools irritated themselves.
 1864	Emily had distracted herself.
 1865	Deborah criticized herself.
@@ -1902,7 +1902,7 @@ index	prediction
 1900	Benjamin had argued about himself.
 1901	Most guests won't flee from themselves.
 1902	Most dancers distract themselves.
-1903	The Borgias haven't approached herself.
+1903	The Borgias haven't approached themselves.
 1904	Those pedestrians aren't healing themselves.
 1905	Boys hurt themselves.
 1906	Douglas hasn't bothered himself.