Detailed Instructions: Given an input stream, the objective of this task is to classify whether words in the stream are grammatically correct or not. The input to this task is a stream of words, possibly from captions generated by a speech-to-text engine, and the output is a classification of each word from the labels (reason) = [NO_DIFF (correct), CASE_DIFF (case error), PUNCUATION_DIFF (punctuation error), CASE_AND_PUNCUATION_DIFF (both case and punctuation error), STEM_BASED_DIFF (stem word error), DIGIT_DIFF (digit error), INTRAWORD_PUNC_DIFF (intra-word punctuation error), and UNKNOWN_TYPE_DIFF (an error that does not corrrespond to the previous categories)].
Problem:['I', 'will', 'introduce', 'professor', 'Nesbitt', 'now', 'so', 'dr.', 'Nesbitt', 'has', 'a', 'strong', 'background', 'in', 'decision', 'analysis', 'risk', 'and', 'uncertainty', 'he', 'teaches', 'decision', 'analysis', 'and', 'ethical', 'analysts', 'analysis', 'here', 'at', 'Stanford', 'he', 'has', 'a', 'noted', 'expert', 'on', 'national', 'and', 'international', 'energy', 'and', 'decision', 'making', 'under', 'uncertainty', 'in', 'fact', 'he', 'has', 'been', 'in', 'the', 'oil', 'gas', 'power', 'and', 'renewable', 'decision', 'analysis', 'and', 'modeling', 'business', 'continuously', 'since', 'the', '1970s', 'and', 'is', 'well', 'known', 'as', 'a', 'leading', 'energy', 'economist', 'and', 'decision', 'analyst', 'across', 'all', 'the', 'various', 'energy', 'forums', 'globally', 'his', 'companies', 'have', 'done', 'someone', 'a', 'work', 'in', 'infrastructure', 'management', 'telecommunication', '', 'airline', 'pricing', 'in']
Solution:
NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF PUNCUATION_DIFF CASE_AND_PUNCUATION_DIFF UNKNOWN_TYPE_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF PUNCUATION_DIFF PUNCUATION_DIFF NO_DIFF PUNCUATION_DIFF CASE_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF PUNCUATION_DIFF CASE_DIFF UNKNOWN_TYPE_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF PUNCUATION_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF PUNCUATION_DIFF PUNCUATION_DIFF PUNCUATION_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF STEM_BASED_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF UNKNOWN_TYPE_DIFF PUNCUATION_DIFF CASE_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF NO_DIFF PUNCUATION_DIFF NO_DIFF NO_DIFF NO_DIFF PUNCUATION_DIFF CASE_DIFF