Question No: 01 (4 marks) a) Consider the training set: The Arabian knights These are the fairy tales of the east The stories of the Arabian knights are translated in many languages Compute using the bigram model the probability of the sentence. Include start and end symbol in your calculations. The Arabian knights are the fairytales of the east b) Using Penn Tree bank, find the POS tag sequence for the following sentences: [6 Marks] 1. The actor was happy he got a part in a movie even though the part was small. [2 marks] 2. Iam full of ambition and hope and charm of life. But I can renounce everything at the time of need [3 marks] 3. When the going gets tough, the tough get going. [1 mark] fo Tag Description Example CC coordin. conjunction and, but, or CD cardinal number one, two, three DT determiner a, the EX existential there there FW foreign word mea culpa IN preposition/sub-conj of, in, by JJ adjective yellow JUR adj., comparative bigger Tag Description Example SYM symbol TO "to" UH interjection ah, oops verb, base form VBD verb, past tense ale VBG verb, gerund eating VBN verb, past participle eaten VBP verb, non-3sg pres eat VB 3. When the going gets tough, the tough get going. [1 mark] a, the cats Tag Description Example CC coordin. conjunction and, but, or CD cardinal number one, two, three DT determiner EX existential there there FW foreign word mea culpa IN preposition/sub-conj of, in, by JJ adjective yellow JUR adj., comparative bigger JUS adj., superlative wildest LS list item marker 1. 2. One MD modal can, should NN noun, sing. or mass llama NNS nou, plural llamas NNP proper noun, singular IBM NNPS proper noun, plural Carolinas PDT predeterminer all, both POS possessive ending PRP personal pronoun 1. you, he PRPS possessive pronoun your, one's RB adverb quickly, never RBR adverb, comparative faster RBS adverb, superlative fastest particle Tag Description Example SYM symbol +.%.& TO "to" to UH interjection ah, oops VB verb, base form VBD verb, past tense ale VBG verb, gerund eating VBN verb, past participle caten VBP verb, non-3sg pres eat VBZ verb, 3sg pres WDT wh-determiner which, thar WP wh-pronoun what, who WPS possessive wh whose WRB wh-adverb how, where $ dollar sign S pound sign left quote right quote left parenthesis LG{ comma sentence-final punc.!? mid-sentence pune or RP sp. off Question No: 01 (4 marks) a) Consider the training set: The Arabian knights These are the fairy tales of the east The stories of the Arabian knights are translated in many languages Compute using the bigram model the probability of the sentence. Include start and end symbol in your calculations. The Arabian knights are the fairytales of the east b) Using Penn Tree bank, find the POS tag sequence for the following sentences: [6 Marks] 1. The actor was happy he got a part in a movie even though the part was small. [2 marks] 2. Iam full of ambition and hope and charm of life. But I can renounce everything at the time of need [3 marks] 3. When the going gets tough, the tough get going. [1 mark] fo Tag Description Example CC coordin. conjunction and, but, or CD cardinal number one, two, three DT determiner a, the EX existential there there FW foreign word mea culpa IN preposition/sub-conj of, in, by JJ adjective yellow JUR adj., comparative bigger Tag Description Example SYM symbol TO "to" UH interjection ah, oops verb, base form VBD verb, past tense ale VBG verb, gerund eating VBN verb, past participle eaten VBP verb, non-3sg pres eat VB 3. When the going gets tough, the tough get going. [1 mark] a, the cats Tag Description Example CC coordin. conjunction and, but, or CD cardinal number one, two, three DT determiner EX existential there there FW foreign word mea culpa IN preposition/sub-conj of, in, by JJ adjective yellow JUR adj., comparative bigger JUS adj., superlative wildest LS list item marker 1. 2. One MD modal can, should NN noun, sing. or mass llama NNS nou, plural llamas NNP proper noun, singular IBM NNPS proper noun, plural Carolinas PDT predeterminer all, both POS possessive ending PRP personal pronoun 1. you, he PRPS possessive pronoun your, one's RB adverb quickly, never RBR adverb, comparative faster RBS adverb, superlative fastest particle Tag Description Example SYM symbol +.%.& TO "to" to UH interjection ah, oops VB verb, base form VBD verb, past tense ale VBG verb, gerund eating VBN verb, past participle caten VBP verb, non-3sg pres eat VBZ verb, 3sg pres WDT wh-determiner which, thar WP wh-pronoun what, who WPS possessive wh whose WRB wh-adverb how, where $ dollar sign S pound sign left quote right quote left parenthesis LG{ comma sentence-final punc.!? mid-sentence pune or RP sp. off