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Exam question 4 · Self-driving cars and machines that run themselves

Ascertain the consequence, in respect of employment, of the assumption by machines of repetitive tasks.

Mova's choice: option 2 · The right answer: option 2 · right ✓ · Who acts: you · What happens: ascertain, respect · To what, where: consequence, employment

This is exam question 4 of lesson 40 «Self-driving cars and machines that run themselves» of the technology course of Mova's primary school, asked in stiff, formal language. The page gives the question's syntax tree — a dependency tree in the style of Universal Dependencies — and its pragmatics clause by clause, then the 4 options as the student saw them, each with its tree and pragmatics. Every text is parsed by Mova itself. How the student answered it, with the score of every option and why: the test at school.

The question

detobjpunctcaseparataxiscasenmodpunctcasedetoblcaseoblcaseamodnmodpunctrootAscertainVERBtheDETconsequenceNOUN,PUNCTinADPrespectNOUNofADPemploymentNOUN,PUNCTofADPtheDETassumptionNOUNbyADPmachinesNOUNofADPrepetitiveADJtasksNOUN.PUNCT
The words, one row each (CoNLL-U)
#wordlemmaUPOSfeaturesheadrelation
1AscertainascertainVERBMood=Imp VerbForm=Finrootroot
2thetheDETDefinite=Def PronType=Art3 consequencedet
3consequenceconsequenceNOUNNumber=Sing1 Ascertainobj
4,,PUNCT_6 respectpunct
5ininADP_6 respectcase
6respectrespectNOUNNumber=Sing1 Ascertainparataxis
7ofofADP_8 employmentcase
8employmentemploymentNOUNNumber=Sing6 respectnmod
9,,PUNCT_12 assumptionpunct
10ofofADP_12 assumptioncase
11thetheDETDefinite=Def PronType=Art12 assumptiondet
12assumptionassumptionNOUNNumber=Sing1 Ascertainobl
13bybyADP_14 machinescase
14machinesmachineNOUNNumber=Plur1 Ascertainobl
15ofofADP_17 taskscase
16repetitiverepetitiveADJDegree=Pos17 tasksamod
17taskstaskNOUNNumber=Plur14 machinesnmod
18..PUNCT_1 Ascertainpunct
#verbtense, moodwhowhat, whomto whomwherewhenotherroles by
1ascertainimperativeyou not said herethe consequenceof the assumption; by machines of repetitive tasksvn discover-84 «NP V NP»: agent=Agent consequence=Topic
2respectemploymentnom respect «cognition transitive»: of=patient

One row per clause the reader finds. «not said here»: a role filled from the clause above. «roles by»: a VerbNet class and frame when one fits the verb, else the reader's rules on the tree.

The options

Option 1

All human employment ceases

detamodcompoundrootAllDEThumanADJemploymentNOUNceasesNOUN
The words, one row each (CoNLL-U)
#wordlemmaUPOSfeaturesheadrelation
1AllallDETPronType=Tot4 ceasesdet
2humanhumanADJDegree=Pos4 ceasesamod
3employmentemploymentNOUNNumber=Sing4 ceasescompound
4ceasesceaseNOUNNumber=Plurrootroot

The frames reader finds no event or fact in this sentence.

Option 2 · ← Mova's choice · ✓ the right answer

People continue to design, construct, repair and operate machines, and new occupations arise

The tree, 13 words
nsubjcaseoblpunctconjpunctconjccconjobjpunctccamodnsubjparataxisrootPeopleNOUNcontinueVERBtoADPdesignNOUN,PUNCTconstructNOUN,PUNCTrepairNOUNandCCONJoperateVERBmachinesNOUN,PUNCTandCCONJnewADJoccupationsNOUNariseVERB
The words, one row each (CoNLL-U)
#wordlemmaUPOSfeaturesheadrelation
1PeoplepeopleNOUNNumber=Plur2 continuensubj
2continuecontinueVERBMood=Ind Number=Plur Person=3 Tense=Pres VerbForm=Finrootroot
3totoADP_4 designcase
4designdesignNOUNNumber=Sing2 continueobl
5,,PUNCT_6 constructpunct
6constructconstructNOUNNumber=Sing4 designconj
7,,PUNCT_8 repairpunct
8repairrepairNOUNNumber=Sing4 designconj
9andandCCONJ_10 operatecc
10operateoperateVERBVerbForm=Inf2 continueconj
11machinesmachineNOUNNumber=Plur10 operateobj
12,,PUNCT_16 arisepunct
13andandCCONJ_16 arisecc
14newnewADJDegree=Pos15 occupationsamod
15occupationsoccupationNOUNNumber=Plur16 arisensubj
16ariseariseVERBMood=Ind Number=Plur Person=3 Tense=Pres VerbForm=Fin2 continueparataxis
#verbtense, moodwhowhat, whomto whomwherewhenotherroles by
1continuepresentPeopledesign and construct and repairvn escape-51.1-1 «NP V PP.initial_location»: agent=Theme to design=Initial_Location
2operateinfinitivePeople not said heremachinesvn function-105.2.1-1 «NP V NP PP»: agent=Theme machine=Attribute
3arisepresentnew occupationsvn appear-48.1.1 «NP V»: agent=Theme

Option 3

Remuneration is paid exclusively to robots

nsubj:passaux:passadvmodcaseoblrootRemunerationNOUNisAUXpaidVERBexclusivelyADVtoADProbotsNOUN
The words, one row each (CoNLL-U)
#wordlemmaUPOSfeaturesheadrelation
1RemunerationremunerationNOUNNumber=Sing3 paidnsubj:pass
2isbeAUXMood=Ind Number=Sing Person=3 Tense=Pres VerbForm=Fin3 paidaux:pass
3paidpayVERBTense=Past VerbForm=Part Voice=Passrootroot
4exclusivelyexclusivelyADV_3 paidadvmod
5totoADP_6 robotscase
6robotsrobotNOUNNumber=Plur3 paidobl
#verbtense, moodwhowhat, whomto whomwherewhenotherroles by
1paypresent · passiveRemunerationto robots; exclusively propertyvn pay-68-1 «NP V NP»: subject=Asset

Option 4

Machines determine the allocation of employment

nsubjdetobjcasenmodrootMachinesNOUNdetermineVERBtheDETallocationNOUNofADPemploymentNOUN
The words, one row each (CoNLL-U)
#wordlemmaUPOSfeaturesheadrelation
1MachinesmachineNOUNNumber=Plur2 determinensubj
2determinedetermineVERBMood=Ind Number=Plur Person=3 Tense=Pres VerbForm=Finrootroot
3thetheDETDefinite=Def PronType=Art4 allocationdet
4allocationallocationNOUNNumber=Sing2 determineobj
5ofofADP_6 employmentcase
6employmentemploymentNOUNNumber=Sing4 allocationnmod
#verbtense, moodwhowhat, whomto whomwherewhenotherroles by
1determinepresentMachinesthe allocation of employmentvn discover-84 «NP V NP»: agent=Agent allocation=Topic
2allocateemploymentnom allocation «possession transitive»: of=patient

Text: the tests of Mova's primary school, written for Mova (world/data/school/), as the course runner gave them to the student. Trees: Mova's own parse — the en model on the CPU, when the site is built — not checked by a teacher; they may be wrong. Frames: Mova's frames reader (prag), each text read on its own. Elamur Cosmic License.

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