id sid tid token lemma pos m900ns08m2r 1 1 translation translation NOUN m900ns08m2r 1 2 is be AUX m900ns08m2r 1 3 a a DET m900ns08m2r 1 4 process process NOUN m900ns08m2r 1 5 that that PRON m900ns08m2r 1 6 maps map VERB m900ns08m2r 1 7 sentences sentence NOUN m900ns08m2r 1 8 in in ADP m900ns08m2r 1 9 a a DET m900ns08m2r 1 10 source source NOUN m900ns08m2r 1 11 language language NOUN m900ns08m2r 1 12 to to ADP m900ns08m2r 1 13 sentences sentence NOUN m900ns08m2r 1 14 in in ADP m900ns08m2r 1 15 a a DET m900ns08m2r 1 16 target target NOUN m900ns08m2r 1 17 language language NOUN m900ns08m2r 1 18 while while SCONJ m900ns08m2r 1 19 preserving preserve VERB m900ns08m2r 1 20 the the DET m900ns08m2r 1 21 meaning meaning NOUN m900ns08m2r 1 22 of of ADP m900ns08m2r 1 23 the the DET m900ns08m2r 1 24 original original ADJ m900ns08m2r 1 25 text text NOUN m900ns08m2r 1 26 . . PUNCT m900ns08m2r 2 1 viewed view VERB m900ns08m2r 2 2 as as ADP m900ns08m2r 2 3 a a DET m900ns08m2r 2 4 mathematical mathematical ADJ m900ns08m2r 2 5 relation relation NOUN m900ns08m2r 2 6 , , PUNCT m900ns08m2r 2 7 one one PRON m900ns08m2r 2 8 could could AUX m900ns08m2r 2 9 expect expect VERB m900ns08m2r 2 10 that that SCONJ m900ns08m2r 2 11 translation translation NOUN m900ns08m2r 2 12 will will AUX m900ns08m2r 2 13 exhibit exhibit VERB m900ns08m2r 2 14 two two NUM m900ns08m2r 2 15 abstract abstract ADJ m900ns08m2r 2 16 properties property NOUN m900ns08m2r 2 17 – – PUNCT m900ns08m2r 2 18 transitivity transitivity NOUN m900ns08m2r 2 19 and and CCONJ m900ns08m2r 2 20 invertibility invertibility NOUN m900ns08m2r 2 21 . . PUNCT m900ns08m2r 3 1 transitivity transitivity NOUN m900ns08m2r 3 2 implies imply VERB m900ns08m2r 3 3 that that SCONJ m900ns08m2r 3 4 translation translation NOUN m900ns08m2r 3 5 through through ADP m900ns08m2r 3 6 an an DET m900ns08m2r 3 7 intermediate intermediate ADJ m900ns08m2r 3 8 ( ( PUNCT m900ns08m2r 3 9 third third ADJ m900ns08m2r 3 10 ) ) PUNCT m900ns08m2r 3 11 language language NOUN m900ns08m2r 3 12 should should AUX m900ns08m2r 3 13 not not PART m900ns08m2r 3 14 differ differ VERB m900ns08m2r 3 15 by by ADP m900ns08m2r 3 16 much much ADJ m900ns08m2r 3 17 from from ADP m900ns08m2r 3 18 direct direct ADJ m900ns08m2r 3 19 source source NOUN m900ns08m2r 3 20 - - PUNCT m900ns08m2r 3 21 to to ADP m900ns08m2r 3 22 - - PUNCT m900ns08m2r 3 23 target target NOUN m900ns08m2r 3 24 translation translation NOUN m900ns08m2r 3 25 . . PUNCT m900ns08m2r 4 1 invertibility invertibility NOUN m900ns08m2r 4 2 implies imply VERB m900ns08m2r 4 3 that that SCONJ m900ns08m2r 4 4 translating translate VERB m900ns08m2r 4 5 a a DET m900ns08m2r 4 6 source source NOUN m900ns08m2r 4 7 sentence sentence NOUN m900ns08m2r 4 8 from from ADP m900ns08m2r 4 9 , , PUNCT m900ns08m2r 4 10 and and CCONJ m900ns08m2r 4 11 then then ADV m900ns08m2r 4 12 back back ADV m900ns08m2r 4 13 to to ADP m900ns08m2r 4 14 the the DET m900ns08m2r 4 15 source source NOUN m900ns08m2r 4 16 language language NOUN m900ns08m2r 4 17 , , PUNCT m900ns08m2r 4 18 should should AUX m900ns08m2r 4 19 likely likely ADV m900ns08m2r 4 20 result result VERB m900ns08m2r 4 21 in in ADP m900ns08m2r 4 22 the the DET m900ns08m2r 4 23 original original ADJ m900ns08m2r 4 24 sentence sentence NOUN m900ns08m2r 4 25 . . PUNCT m900ns08m2r 5 1 however however ADV m900ns08m2r 5 2 , , PUNCT m900ns08m2r 5 3 we we PRON m900ns08m2r 5 4 notice notice VERB m900ns08m2r 5 5 that that SCONJ m900ns08m2r 5 6 these these DET m900ns08m2r 5 7 two two NUM m900ns08m2r 5 8 properties property NOUN m900ns08m2r 5 9 are be AUX m900ns08m2r 5 10 generally generally ADV m900ns08m2r 5 11 ignored ignore VERB m900ns08m2r 5 12 by by ADP m900ns08m2r 5 13 traditional traditional ADJ m900ns08m2r 5 14 statistical statistical ADJ m900ns08m2r 5 15 techniques technique NOUN m900ns08m2r 5 16 for for ADP m900ns08m2r 5 17 machine machine NOUN m900ns08m2r 5 18 translation translation NOUN m900ns08m2r 5 19 , , PUNCT m900ns08m2r 5 20 and and CCONJ m900ns08m2r 5 21 furthermore furthermore ADV m900ns08m2r 5 22 , , PUNCT m900ns08m2r 5 23 that that SCONJ m900ns08m2r 5 24 earlier early ADJ m900ns08m2r 5 25 research research NOUN m900ns08m2r 5 26 that that PRON m900ns08m2r 5 27 does do AUX m900ns08m2r 5 28 take take VERB m900ns08m2r 5 29 them they PRON m900ns08m2r 5 30 into into ADP m900ns08m2r 5 31 account account NOUN m900ns08m2r 5 32 fails fail VERB m900ns08m2r 5 33 to to PART m900ns08m2r 5 34 fully fully ADV m900ns08m2r 5 35 utilize utilize VERB m900ns08m2r 5 36 them they PRON m900ns08m2r 5 37 . . PUNCT m900ns08m2r 6 1 in in ADP m900ns08m2r 6 2 this this DET m900ns08m2r 6 3 dissertation dissertation NOUN m900ns08m2r 6 4 , , PUNCT m900ns08m2r 6 5 we we PRON m900ns08m2r 6 6 describe describe VERB m900ns08m2r 6 7 novel novel NOUN m900ns08m2r 6 8 machine machine NOUN m900ns08m2r 6 9 learning learn VERB m900ns08m2r 6 10 algorithms algorithm NOUN m900ns08m2r 6 11 and and CCONJ m900ns08m2r 6 12 techniques technique NOUN m900ns08m2r 6 13 that that PRON m900ns08m2r 6 14 promote promote VERB m900ns08m2r 6 15 or or CCONJ m900ns08m2r 6 16 better well ADV m900ns08m2r 6 17 employ employ VERB m900ns08m2r 6 18 transitivity transitivity NOUN m900ns08m2r 6 19 and and CCONJ m900ns08m2r 6 20 invertibility invertibility NOUN m900ns08m2r 6 21 . . PUNCT m900ns08m2r 7 1 we we PRON m900ns08m2r 7 2 integrate integrate VERB m900ns08m2r 7 3 our our PRON m900ns08m2r 7 4 techniques technique NOUN m900ns08m2r 7 5 into into ADP m900ns08m2r 7 6 the the DET m900ns08m2r 7 7 phrase phrase NOUN m900ns08m2r 7 8 - - PUNCT m900ns08m2r 7 9 based base VERB m900ns08m2r 7 10 machine machine NOUN m900ns08m2r 7 11 translation translation NOUN m900ns08m2r 7 12 pipeline pipeline NOUN m900ns08m2r 7 13 and and CCONJ m900ns08m2r 7 14 carry carry VERB m900ns08m2r 7 15 out out ADP m900ns08m2r 7 16 translation translation NOUN m900ns08m2r 7 17 experiments experiment NOUN m900ns08m2r 7 18 in in ADP m900ns08m2r 7 19 the the DET m900ns08m2r 7 20 " " PUNCT m900ns08m2r 7 21 low low ADJ m900ns08m2r 7 22 - - PUNCT m900ns08m2r 7 23 resource resource NOUN m900ns08m2r 7 24 " " PUNCT m900ns08m2r 7 25 data datum NOUN m900ns08m2r 7 26 scenario scenario NOUN m900ns08m2r 7 27 , , PUNCT m900ns08m2r 7 28 which which PRON m900ns08m2r 7 29 assumes assume VERB m900ns08m2r 7 30 the the DET m900ns08m2r 7 31 amount amount NOUN m900ns08m2r 7 32 of of ADP m900ns08m2r 7 33 training training NOUN m900ns08m2r 7 34 data datum NOUN m900ns08m2r 7 35 is be AUX m900ns08m2r 7 36 limited limit VERB m900ns08m2r 7 37 ( ( PUNCT m900ns08m2r 7 38 a a DET m900ns08m2r 7 39 realistic realistic ADJ m900ns08m2r 7 40 assumption assumption NOUN m900ns08m2r 7 41 for for ADP m900ns08m2r 7 42 most most ADJ m900ns08m2r 7 43 language language NOUN m900ns08m2r 7 44 pairs pair NOUN m900ns08m2r 7 45 ) ) PUNCT m900ns08m2r 7 46 , , PUNCT m900ns08m2r 7 47 and and CCONJ m900ns08m2r 7 48 that that SCONJ m900ns08m2r 7 49 syntactic syntactic NOUN m900ns08m2r 7 50 analyzers analyzer NOUN m900ns08m2r 7 51 of of ADP m900ns08m2r 7 52 the the DET m900ns08m2r 7 53 source source NOUN m900ns08m2r 7 54 language language NOUN m900ns08m2r 7 55 are be AUX m900ns08m2r 7 56 unavailable unavailable ADJ m900ns08m2r 7 57 . . PUNCT m900ns08m2r 8 1 our our PRON m900ns08m2r 8 2 experiments experiment NOUN m900ns08m2r 8 3 demonstrate demonstrate VERB m900ns08m2r 8 4 that that SCONJ m900ns08m2r 8 5 when when SCONJ m900ns08m2r 8 6 faced face VERB m900ns08m2r 8 7 with with ADP m900ns08m2r 8 8 limited limited ADJ m900ns08m2r 8 9 training training NOUN m900ns08m2r 8 10 data datum NOUN m900ns08m2r 8 11 , , PUNCT m900ns08m2r 8 12 phrase phrase NOUN m900ns08m2r 8 13 - - PUNCT m900ns08m2r 8 14 based base VERB m900ns08m2r 8 15 machine machine NOUN m900ns08m2r 8 16 translation translation NOUN m900ns08m2r 8 17 quality quality NOUN m900ns08m2r 8 18 can can AUX m900ns08m2r 8 19 significantly significantly ADV m900ns08m2r 8 20 benefit benefit VERB m900ns08m2r 8 21 from from ADP m900ns08m2r 8 22 invertibility invertibility NOUN m900ns08m2r 8 23 and and CCONJ m900ns08m2r 8 24 transitivity transitivity NOUN m900ns08m2r 8 25 considerations consideration NOUN m900ns08m2r 8 26 . . PUNCT