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EXTRACTING COMPLEX PREDICATES IN HINDI ACROSS PARALLEL CORPORA. GUIDE : Prof. Amitabha Mukerjee By : Amit Kumar (10074) Ankit Modi (10104). INTRODUCTION.
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EXTRACTING COMPLEX PREDICATES IN HINDI ACROSS PARALLEL CORPORA GUIDE : Prof. AmitabhaMukerjeeBy : Amit Kumar (10074)AnkitModi (10104)
INTRODUCTION A Complex Predicate (CP) is a multi-word compound that functions as a single verbEx : उसनेकिताबवापसकरदियामुझेबच्चोंकेमाता-पिताओंकेसाथकाम करना भीअच्छालगताहैजो कि अक्सरसलाहलेने आते हैं - यह जानकार खुशी होती है कि आप किसी की मदद कर सकते हैं |
INTRODUCTION CP = Word+ Light VerbEx : उसनेकिताबवापसकरदिया करदिया (CP) = कर(W) + दिया (LV) A Light Verb is a verb that has little semantic content of its own and it therefore forms a predicate with some additional expression, which is usually a noun.Ex : देना, लेना, पाना, उठाना
PROBLEM STATEMENT Given a parallel EnglishHindi corpora, we have to detect complex predicates (CPs) Using the fact that a CP is a multiword expression with its meaning being distinct from the light verb (LV).
MOTIVATION CPs improve expressiveness of a language and Hindi is abundant in it
MOTIVATION CPs improve expressiveness of a language and Hindi is abundant in it Detection of CPs is a tough task
MOTIVATION CPs improve expressiveness of a language and Hindi is abundant in it Detection of CPs is a tough task Their detection provides important resource for tasks such as Wordnet construction, Linguistic analysis etc
Aligned English-Hindi corpus I also enjoy working with the children's parents who often come to me for advice - it's good to know you can help Framework मुझेबच्चोंकेमाता-पिताओंकेसाथकाम करना भीअच्छालगताहैजो कि अक्सरसलाहलेने आते हैं - यह जानकार खुशी होती है कि आप किसी की मदद कर सकते हैं |
Aligned English-Hindi corpus Search for Hindi LV & its morphological forms I also enjoy working with the children's parents who often come to me for advice - it's good to know you can help Framework मुझेबच्चोंकेमाता-पिताओंकेसाथकाम करना भीअच्छालगताहैजो कि अक्सरसलाहलेनेआते हैं - यह जानकार खुशीहोती है कि आप किसी की मदद करसकते हैं |
Aligned English-Hindi corpus Search for Hindi LV & its morphological forms Search for equivalent English meaning of LVs I also enjoy working with the children's parents who often come to me for advice - it's good to know you can help Framework मुझेबच्चोंकेमाता-पिताओंकेसाथकाम करना भीअच्छालगताहैजो कि अक्सरसलाहलेनेआते हैं - यह जानकार खुशीहोती है कि आप किसी की मदद करसकते हैं |
Aligned English-Hindi corpus Search for Hindi LV & its morphological forms Search for equivalent English meaning of LVs I also enjoy working with the children's parents who often come to me for advice - it's good to know you can help Framework Scan left of those LVs whose English meaning is not found मुझेबच्चोंकेमाता-पिताओंकेसाथकामकरना भीअच्छालगताहैजो कि अक्सरसलाहलेनेआते हैं - यह जानकार खुशीहोती है कि आप किसी की मददकर सकते हैं |
Aligned English-Hindi corpus Search for Hindi LV & its morphological forms Search for equivalent English meaning of LVs I also enjoy working with the children's parents who often come to me for advice - it's good to know you can help Framework Collect the Hindi word (W) if it is not a stop word or else keep scanning Scan left of those LVs whose English meaning is not found मुझेबच्चोंकेमाता-पिताओंकेसाथकामकरना भीअच्छालगताहैजो कि अक्सरसलाहलेनेआते हैं - यह जानकार खुशीहोती है कि आप किसी की मददकर सकते हैं |
Aligned English-Hindi corpus Search for Hindi LV & its morphological forms Search for equivalent English meaning of LVs I also enjoy working with the children's parents who often come to me for advice - it's good to know you can help Framework CP = W+LVunless W is an exit word Collect the Hindi word (W) if it is not a stop word or else keep scanning Scan left of those LVs whose English meaning is not found मुझेबच्चोंकेमाता-पिताओंकेसाथकामकरनाभीअच्छालगताहैजो कि अक्सरसलाहलेनेआते हैं - यह जानकार खुशीहोती है कि आप किसी की मददकर सकते हैं |
Sample Results As of now, we have extracted 10,000 CPs But we need to add more morphological forms in Hindi LV list.
Resources • English- Hindi parallel Corpora:http://ufal.mff.cuni.cz/euromatrixplus/downloads.html • List of Hindi Light Verbs : Reverse Complex Predicates by ShakthiPoornima, Department of Linguistics, SUNY university of Buffalo • Morphological forms of English verbs :http://www.englishpage.com/irregularverbs/irregularverbs.html • Morphological forms of Hindi verbs : Extracted from the large Hindi corpus (Blog Corpus)
References • [1] Mining Complex Predicates In Hindi Using A Parallel HindiEnglish Corpus, R. Mahesh K. Sinha, IIT Kanpur • [2] Detecting Complex Predicates in Hindi using POS Projection across Parallel Corpora, AmitabhaMukerjee, AnkitSoni and Achla M Raina, IIT Kanpur • [3] Complex Predicates in Indian Languages and wordnets. Pushpak Bhattacharyya, DebasriChkrabarti and Vaijayanthi M. Sarma. Language Resources and Evaluation 40(34): 331355 • Wikepedia: 1. http://en.wikipedia.org/wiki/Light_verb2. http://en.wikipedia.org/wiki/Compound_verb
Thank you Questions ?
Other Approaches [2] This problem was solved using word alignment and POS tagging of parallel sentences [3] Derivation of complex predicates has also been dealt with linguistically and computationally CPs had been mined using computational methods and then, were categorized using statistical analysis [Sriram and Joshi, 2005]. Chakrabarti et al (2008) present a method for automatic extraction of CPs only from a corpus based on linguistic features