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In this tutorial, we explore the design of a speech recognition system tailored for specific applications such as phone name dialing, taxi booking, pizza ordering, email dictation, and web navigation. Key considerations include choosing between speaker-dependent and independent systems, determining vocabulary size (large vs. limited), and selecting a language model (grammar vs. statistical). We also dive into a practical example of calculating the most probable true input using Bayes' rule and a unigram language model for a constrained vocabulary. Finally, we construct a context-free grammar to accept a predefined infinite language based on specified structures.
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Tutorial 2 September 8, 2005
If you were a system designer what kind of speech recognition system would you use for the following? Consider whether you would use • Speaker dependent or independent • Large or limited vocabulary • Language grammar or statistical language model and carefully consider what would lead to the best outcomes. • Phone name dialing • Taxi booking • Pizza ordering • E-mail dictation • Web navigation (go back, visit .. )
Suppose you are given a speech recognizer for a language consisting of only four words: tire, dire, tile, dial. With the following channel model for phone realizations. • P(ay -> ay) = 1.0 • P(t->t) = 0.8p(t->d) = 0.2 • P(d->d) = 0.9p(d->t) = 0.1 • P(r->r) = 0.6p(r->l) = 0.4 • P(l->l) = 0.6p(l->r)=0.4 Using Bayes rule and the following unigram language model, calculate the most probable true input for each of the outputs :/tayl/ and /dayl/ p(tire)=0.4p(dire)=0.2p(dial)=0.3p(tile)=0.1
3. Consider an infinite language that only accepts sentences of the form : the mouse died the cat died the dog died . . . the mouse that the cat bit died the cat that the mouse bit died the dog that the mouse bit died . . . the mouse that the cat that the dog chased bit died the cat that the mouse that the dog chased bit died the dog that the cat that the mouse chased bit died . . . etc any noun can substitute for mouse, cat or dog any verb could substitute for chased, bit or died. Write a context free grammar that accepts exactly this infinite language