############################################################################# ## Copyright (c) 1996, Carnegie Mellon University, Cambridge University, ## Ronald Rosenfeld and Philip Clarkson ############################################################################# ============================================================================= =============== This file was produced by the CMU-Cambridge =============== =============== Statistical Language Modeling Toolkit =============== ============================================================================= This is a 2-gram language model, based on a vocabulary of 71 words, which begins "", "", "a"... This is an OPEN-vocabulary model (type 1) (OOVs were mapped to UNK, which is treated as any other vocabulary word) Absolute discounting was applied. 1-gram discounting constant : 0.454545 2-gram discounting constant : 0.633663 This file is in the ARPA-standard format introduced by Doug Paul. p(wd3|wd1,wd2)= if(trigram exists) p_3(wd1,wd2,wd3) else if(bigram w1,w2 exists) bo_wt_2(w1,w2)*p(wd3|wd2) else p(wd3|w2) p(wd2|wd1)= if(bigram exists) p_2(wd1,wd2) else bo_wt_1(wd1)*p_1(wd2) All probs and back-off weights (bo_wt) are given in log10 form. Data formats: Beginning of data mark: \data\ ngram 1=nr # number of 1-grams ngram 2=nr # number of 2-grams \1-grams: p_1 wd_1 bo_wt_1 \2-grams: p_2 wd_1 wd_2 end of data mark: \end\ \data\ ngram 1=72 ngram 2=504 \1-grams: -3.5221 0.0000 -98.9928 0.0000 -3.5221 0.0000 -3.5221 a -0.1367 -3.5221 april -0.1975 -3.5221 area -0.1980 -2.7091 august -0.4919 -3.5221 code -0.1670 -3.5221 december -0.1980 -1.1923 eight 0.2622 -3.5221 eighteen -0.1978 -3.5221 eighteenth -0.1910 -3.5221 eighth -0.1910 -2.7091 eighty -0.2436 -2.7091 eleven -0.0994 -3.5221 eleventh -0.1910 -1.3369 enter -0.1027 -3.0698 february -0.1909 -2.7091 fifteen -0.1065 -3.0698 fifteenth -0.4920 -3.5221 fifth -0.1910 -1.8515 fifty -0.1466 -2.8530 first -0.6681 -1.0559 five -0.2462 -2.0672 forty -0.0705 -1.1600 four 0.1638 -2.4429 fourteen -0.2595 -3.5221 fourth -0.1910 -2.2790 go -0.2105 -2.1964 help -0.2008 -3.0698 hundred -0.1357 -3.0698 january -0.1974 -2.8530 july -0.1900 -3.0698 june -0.1909 -2.8530 march -0.1903 -2.8530 may -0.1834 -1.4228 nine 0.7054 -1.7883 nineteen -0.9412 -2.7091 ninety -0.0481 -3.0698 ninth -0.1835 -2.0672 no -0.2581 -2.8530 october -0.1898 -3.0698 of -0.1828 -1.5142 oh -0.3316 -0.8794 one 0.2068 -2.0401 repeat -0.3613 -3.0698 second -0.4920 -2.6012 september -0.1826 -1.2564 seven 0.2397 -2.8530 seventeen -0.3638 -3.5221 seventh -0.1910 -2.1964 seventy -0.2886 -1.1498 six 0.1383 -2.8530 sixteen -0.3561 -3.5221 sixteenth -0.1910 -3.5221 sixth -0.1910 -1.4913 sixty -0.2160 -2.2357 start -0.3236 -2.0672 stop -0.2839 -2.2357 ten -0.2802 -2.8530 third -0.6681 -2.8530 thirtieth -0.6681 -2.0146 thirty -0.1262 -2.8530 thousand -0.2794 -1.2313 three 0.2953 -3.0698 twelfth -0.4920 -2.3811 twelve -0.1637 -3.5221 twentieth -0.1910 -1.7883 twenty -0.1149 -0.9133 two -0.1824 -1.9461 yes -0.0598 -1.8515 zero -0.0435 \2-grams: -0.4361 a one -0.4361 april thirtieth -0.4361 area code -1.0382 august sixteenth -0.2280 august twenty -0.4361 code four -0.4361 december eighteenth -2.5043 eight april -2.5043 eight august -1.3385 eight eight -1.0126 eight enter -2.5043 eight fifty -1.2009 eight five -2.5043 eight forty -0.9422 eight four -2.5043 eight fourteen -2.5043 eight help -2.5043 eight hundred -2.5043 eight june -1.3385 eight nine -2.5043 eight no -1.6941 eight oh -1.3385 eight one -1.3385 eight seven -1.9326 eight seventy -1.4281 eight six -1.6941 eight sixty -2.5043 eight stop -2.5043 eight ten -2.5043 eight thirty -0.9108 eight three -2.5043 eight twelve -1.9326 eight twenty -1.0126 eight two -1.5410 eight zero -0.4361 eighteen february -0.4361 eighteenth nineteen -0.4361 eighth nineteen -0.4665 eighty nine -1.0382 eighty six -1.0382 eighty three -1.0382 eleven nine -1.0382 eleven one -1.0382 eleven seventeen -1.0382 eleven sixty -0.4361 eleventh nineteen -1.0570 enter eight -2.3604 enter eighty -2.3604 enter fifteen -1.2842 enter fifty -1.1946 enter five -1.5502 enter forty -1.1946 enter four -2.3604 enter fourteen -1.3971 enter nine -1.5502 enter ninety -1.3971 enter one -1.0017 enter seven -1.3971 enter seventy -1.0570 enter six -1.0570 enter sixty -1.5502 enter thirty -1.7887 enter three -2.3604 enter twenty -1.1946 enter two -2.3604 enter zero -0.7371 february eighth -0.7371 february nineteen -1.0382 fifteen nineteen -1.0382 fifteen one -1.0382 fifteen sixty -1.0382 fifteen thirty -0.1655 fifteenth nineteen -0.4361 fifth nineteen -0.8878 fifty eight -1.0409 fifty five -1.2794 fifty four -0.6853 fifty one -1.2794 fifty seven -0.7749 fifty six -1.8511 fifty sixty -1.8511 fifty three -1.2794 fifty two -0.1030 first nineteen -1.6770 five eight -1.5640 five enter -1.2816 five five -1.4744 five four -2.6402 five fourteen -1.8300 five help -2.6402 five may -1.4744 five nine -2.6402 five ninth -2.6402 five october -1.4744 five oh -0.8952 five one -2.6402 five repeat -1.6770 five seven -1.4002 five six -2.6402 five sixteen -2.6402 five ten -1.4002 five three -2.6402 five twenty -0.3822 five two -1.6770 five yes -1.8300 five zero -1.6402 forty eight -1.0686 forty five -1.0686 forty four -1.6402 forty nine -1.0686 forty one -0.8300 forty seven -0.8300 forty three -1.0686 forty two -2.5365 four august -1.2331 four eight -2.5365 four eleven -1.4603 four enter -1.7263 four fifty -1.3707 four five -2.5365 four forty -0.9430 four four -2.5365 four help -1.9648 four january -2.5365 four march -1.9648 four nine -1.9648 four no -1.5732 four oh -0.7318 four one -2.5365 four repeat -2.5365 four september -1.2965 four seven -1.1288 four six -1.9648 four sixty -1.9648 four stop -2.5365 four thousand -1.3707 four three -2.5365 four twelve -1.9648 four twenty -0.9138 four two -2.5365 four zero -1.2812 fourteen a -1.2812 fourteen fourteen -1.2812 fourteen one -1.2812 fourteen repeat -0.4710 fourteen sixty -0.4361 fourth nineteen -0.8644 go enter -1.4361 go fifty -1.4361 go one -0.8644 go repeat -1.4361 go stop -1.4361 go three -0.8644 go yes -0.5520 help enter -1.5153 help fifty -0.9436 help go -1.5153 help help -1.5153 help one -1.5153 help seven -1.5153 help three -1.5153 help yes -0.7371 hundred eighty -0.7371 hundred one -0.7371 january fifteenth -0.7371 january twelfth -0.9132 july thirtieth -0.9132 july twelfth -0.9132 july twenty -0.7371 june eleventh -0.7371 june twenty -0.9132 march third -0.9132 march twentieth -0.9132 march twenty -0.9132 may nineteen -0.9132 may ninth -0.9132 may twenty -2.2750 nine august -1.4648 nine eight -2.2750 nine eighty -2.2750 nine eleven -1.1092 nine enter -2.2750 nine fifty -0.8673 nine five -2.2750 nine forty -2.2750 nine four -2.2750 nine go -2.2750 nine help -2.2750 nine july -2.2750 nine june -2.2750 nine nine -2.2750 nine nineteen -2.2750 nine no -2.2750 nine of -2.2750 nine oh -1.1987 nine one -2.2750 nine september -1.7033 nine seven -2.2750 nine seventy -1.0350 nine six -2.2750 nine sixty -2.2750 nine stop -2.2750 nine thirty -1.1987 nine three -2.2750 nine twenty -1.0350 nine two -1.7033 nine yes -2.2750 nine zero -1.3416 nineteen fifty -1.3416 nineteen forty -1.1030 nineteen seventy -0.1474 nineteen sixty -1.9132 nineteen twenty -1.0382 ninety eight -1.0382 ninety five -1.0382 ninety four -1.0382 ninety six -0.7371 ninth of -0.7371 ninth sixty -0.8300 no enter -1.0686 no fifty -1.6402 no help -0.6770 no one -1.6402 no repeat -1.6402 no six -1.0686 no start -1.6402 no three -1.6402 no yes -0.9132 october first -0.9132 october thirtieth -0.9132 october twenty -0.7371 of september -0.7371 of sixty -0.7326 oh eight -1.1081 oh five -1.3741 oh four -2.1843 oh nine -1.6126 oh oh -1.0185 oh one -1.1081 oh seven -0.7326 oh six -1.2210 oh three -2.1843 oh twelve -0.9443 oh two -2.8163 one august -1.5763 one eight -2.8163 one eleven -1.6505 one enter -2.8163 one february -2.8163 one fifteen -1.8531 one fifty -0.5328 one five -2.8163 one forty -1.3246 one four -2.8163 one go -2.8163 one help -2.8163 one hundred -2.8163 one july -1.4577 one nine -2.8163 one ninety -2.8163 one no -1.3646 one oh -1.2229 one one -2.8163 one repeat -1.0505 one seven -1.5763 one six -2.8163 one sixteen -2.0061 one sixty -2.2447 one start -2.8163 one stop -2.2447 one ten -2.2447 one thirty -2.2447 one thousand -1.2542 one three -2.2447 one twenty -0.9274 one two -2.8163 one yes -1.7401 one zero -1.0949 repeat enter -1.6666 repeat fifty -1.6666 repeat five -1.6666 repeat forty -0.7033 repeat no -0.7033 repeat one -1.6666 repeat repeat -0.8564 repeat stop -0.1655 second nineteen -1.1351 september fifteenth -1.1351 september first -1.1351 september nineteen -1.1351 september sixth -1.1351 september twenty -2.4404 seven area -1.0818 seven eight -1.1371 seven enter -2.4404 seven fifteen -2.4404 seven fifty -1.3642 seven five -1.8688 seven forty -0.8470 seven four -1.8688 seven fourteen -2.4404 seven go -2.4404 seven may -1.3642 seven nine -2.4404 seven october -1.4772 seven oh -1.1371 seven one -1.6302 seven seven -2.4404 seven seventeen -1.3642 seven six -1.8688 seven sixty -1.4772 seven start -1.3642 seven stop -1.8688 seven ten -1.8688 seven thirty -1.6302 seven three -2.4404 seven twenty -1.2004 seven two -1.8688 seven yes -0.3416 seventeen fifty -0.9132 seventeen thirty -0.4361 seventh nineteen -1.5153 seventy eight -1.5153 seventy enter -1.5153 seventy no -0.3495 seventy one -0.9436 seventy two -1.5153 seventy yes -0.7238 six eight -1.4705 six enter -1.3809 six five -2.5467 six forty -1.1390 six four -2.5467 six july -1.5834 six nine -2.5467 six no -1.3809 six oh -0.9240 six one -2.5467 six repeat -2.5467 six september -1.3809 six seven -2.5467 six seventeen -1.0550 six six -2.5467 six sixteen -1.9750 six sixty -2.5467 six start -2.5467 six ten -1.7365 six thirty -1.0550 six three -2.5467 six twelve -2.5467 six twenty -1.1881 six two -2.5467 six yes -2.5467 six zero -0.9132 sixteen forty -0.3416 sixteen sixty -0.4361 sixteenth nineteen -0.4361 sixth nineteen -1.1307 sixty eight -1.6353 sixty enter -2.2070 sixty fifty -1.1307 sixty five -1.2437 sixty four -1.6353 sixty help -0.7152 sixty nine -0.9670 sixty one -0.7993 sixty seven -1.6353 sixty six -2.2070 sixty start -1.1307 sixty three -1.3968 sixty two -0.6673 start enter -1.4775 start go -1.4775 start no -1.4775 start one -0.6673 start repeat -0.9058 start six -0.4002 stop enter -1.6402 stop go -0.8300 stop one -1.6402 stop repeat -1.6402 stop seven -1.6402 stop thirty -1.6402 stop two -1.6402 stop yes -1.4775 ten oh -0.4013 ten one -1.4775 ten seventy -1.4775 ten sixty -1.4775 ten thirty -1.4775 ten twelve -1.4775 ten twenty -0.1030 third nineteen -0.1030 thirtieth nineteen -1.1197 thirty eight -1.6914 thirty five -0.3880 thirty one -1.6914 thirty seven -1.6914 thirty six -1.6914 thirty sixty -1.6914 thirty three -0.8812 thirty two -0.9132 thousand eight -0.3416 thousand one -2.4655 three december -1.2997 three eight -2.4655 three eighty -2.4655 three eleven -1.8938 three enter -1.2997 three five -1.8938 three forty -1.0138 three four -2.4655 three fourteen -2.4655 three march -2.4655 three may -1.6553 three nine -1.6553 three no -1.2997 three oh -1.0578 three one -2.4655 three repeat -2.4655 three september -1.5022 three seven -2.4655 three seventy -1.1068 three six -1.8938 three sixty -2.4655 three stop -2.4655 three ten -1.1621 three three -2.4655 three twelve -1.6553 three twenty -0.8720 three two -1.8938 three yes -1.6553 three zero -0.1655 twelfth nineteen -1.3392 twelve fifty -1.3392 twelve four -1.3392 twelve nine -1.3392 twelve nineteen -1.3392 twelve sixty -1.3392 twelve ten -0.7675 twelve twenty -0.4361 twentieth nineteen -0.8370 twenty eight -1.9132 twenty fifth -1.9132 twenty first -1.3416 twenty four -1.9132 twenty fourth -1.1030 twenty nine -1.1030 twenty one -1.3416 twenty second -1.3416 twenty seven -1.9132 twenty seventh -1.1030 twenty six -1.3416 twenty third -1.3416 twenty three -1.3416 twenty two -1.4238 two eight -2.7825 two eighteen -1.7062 two enter -2.7825 two fifteen -1.2541 two five -1.1066 two four -2.7825 two go -2.7825 two help -2.7825 two march -1.5425 two nine -2.7825 two no -2.7825 two october -1.2907 two oh -0.5953 two one -2.7825 two repeat -1.3307 two seven -0.9596 two six -2.7825 two sixty -2.2108 two ten -2.2108 two thirty -1.1890 two three -2.7825 two twelve -2.2108 two twenty -0.9091 two two -1.6167 two zero -0.7951 yes enter -1.7583 yes five -1.7583 yes four -1.1867 yes go -0.9481 yes one -1.1867 yes repeat -1.7583 yes six -1.7583 yes start -1.7583 yes stop -1.7583 yes twenty -1.1867 yes two -1.1867 yes yes -1.8511 zero eight -1.2794 zero enter -1.8511 zero five -1.8511 zero four -1.8511 zero nine -0.5477 zero one -1.2794 zero seven -0.6853 zero six -1.8511 zero twelve -1.2794 zero two -1.8511 zero zero \end\