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I also agree that it's hard to see the benefit of using deep learning (which
implies gigantic amounts of data and processing power, therefore costs) over
traditional models like n- or skip-grams and markov chains. At best, you'll be
paying a big overhead, in working hours and expertise no less, for just a modest
improvement in, say, perplexity. And since the use is in generating natural language, the really important
evaluation is extrinsic (how well received your prodcut is by your user base,
how well it integrates with what you have already etc). In that sense, it's even
harder to see the benefit of deep learning over simpler, faster, cheaper models.
Is your user base really going to notice an improvement of 10% over whatever
intrinsic score you get from deep learning? Anycase, I made a couple of short experiments with the application. Here's the
results: Science fiction (random phrases): I was flattered and free, my bracket series of precaution beyond the sound of the constant chart
I haven't had some resport to see the environment as well as the best of the importance.
I don't want to watch up the Godders of the Barbara, what he had anything like that, or the
I was still resting her forehead beside the first time.
I don't understand, but I don't get the oldest reason when I was sure that I could see how to make
What would he know.
I had been deported for the blots.
"What's my own?" "Not being a scene.
I was all right, of course.
I was a drift of human transportation.
Medical text (one big sentence): For patients with severe and family history of blood transfusion alone that can
be classified as many identifiable and atrial fibrillation in the clinical
significance of a still compared to pregnancy and most often become an increased
risk of diabetes mellitus asymptomatic (AR) and IgG4 in 2008 observational
studies of cardiovascular resistance that is not associated with an option for
the regimen to lower that make in the number of decisions to experience the
receptor which prevention for all doses of circumcision in the following:
Alternative dietary control and gait and severe health care of pain associated
with a number of infections in which there is an adverse event of the patient
and recovery and limited decision to worrien the rate of diabetes mellitus and
care for the arm is discussed in detail elsewhere.
More science fiction (interactive, with my own input in brackets): [The adarf moved with grace through the] flush of the north and all the captain
who said, "I'll stay something functional more than [any gosh-darned Wilick
miner! I mean, F-those people! What do you think,] I do not think why you can see
that temporarily doesn't matter this morning?" "I know about [your affair with
Mina, btw. Did you think I wouldn't notice? Pass the] old part of them that and
they may see but there are the feelings of the speed of your [anger and the
shortness of your fuse], receiver in the door.
Again, I don't see the great difference with traditional models- in terms of coherence and grammaticality, it's hard to see the benefits of more expensive techniques. Sorry guys. |