Cool!
So does this get us one step closer to the magic style finder and generator?
Bruce
On May 17, 2014 4:07 PM, "Sylvester Keil" <sylves...@keil.or.at> wrote:
> Dear all,
>
> I've recently completed a long-term project of mine by writing a web
> application that exposes the AnyStyle parser library for ML-powered
> parsing of bibliographies. The web application (and API) is available at
> http://anystyle.io (SSL available too) and is very exciting (if I may
> say so myself) for mainly two reasons:
>
> 1. The parsing process is split into two steps, showing you the output
> of the ML-driven step in an editor that allows you to make changes to
> the parse result.
>
> 2. These changes can be recorded and used directly to train the ML
> model.
>
> This is exciting, because so far it required a lot of effort and
> know-how to prepare training data. Now there is a single public model
> that everyone can help improve. Obviously, this part is still very
> experimental — it will be interesting to see if the model starts to
> deteriorate at some point if fed too much training data. Meanwhile, we
> now have a publicly available parser that should be fairly easy to train
> to recognize, for example new styles or languages. Please do take a look
> if you're interested! I imagine most of you will be interested in the
> 'CiteProc' output format (the 'JSON' format is less interesting, because
> it does not apply as much post-processing to individual fields).
>
> The parser is also accessible via a JSON API; I wrote a very quick
> prototype for a style-predictor (Rintze's idea!) similar to the one in
> the CSL editor. You can give the predictor a reference, the reference
> will be parsed and the parsed result rendered in all independent CSL
> styles; these formatted references are then compared with the original
> one using the Levenshtein distance and the best matches reported. It's
> just a quick prototype; you can take a look at it here:
>
> https://gist.github.com/inukshuk/f1d47aeab1f778bca8ce
>
> The parsing is very fast, but the rendering using citeproc-ruby takes
> quite some time :) But since the parsing API is so simple, it should be
> very easy to recast this example in JavaScript, Haskell or Python.
>
> I thought this might be of interest to some of you on this list. Just
> let me know if you have any questions!
>
> Sylvester
>
>
>
>
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