Toolkit for dictionary development
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We all do similar things when making dictionaries. Make a load of scripts that we hack to do a specific job, then throw them away a the end. It would be nice to have some maintained scripts that could lighten the load.
- When we're making a new dictionary, what resources do we have and use ?
- Descriptive grammar of some variety (best case, reference grammar, worst case collection of 'teach yourself stuff from the web')
- Glosses (either from the web, or from the grammar)
- Monolingual corpus
- Frequency list
- Partially made analyser
- Spellchecker (list of validated surface forms)
- Bilingual wordlists
- "full form" lists
- partial-full form lists (e.g. category but not gender)
- Wikipedia (e.g. to get lists of categorised proper names, and to categorise proper names)
- Wiktionary
- Existing MT system(s)
Monolingual dictionaries[edit]
- What kind of things might we want to do ?
- Assign possible categories to surface forms from the corpus
- e.g. DET *UNK* ADJ → DET N ADJ
- these classes/categories could be extracted somehow from a well-trained tagger.
- Assign possible features to surface forms in the corpus
- e.g. DET *UNK* ADJ.M.SG → DET N.M.SG ADJ.M.SG
- DET *UNK* ADJ.MF.PL → DET N.GD.PL ADJ.MF.PL
- Relate forms in the corpus between each other by means of paradigms
- Sometimes you might get conflicts, in this case the paradigm<->stem combinations could get a score which is related to the predictive power according to the corpus.
- features that are known to be ambiguous could get lower scores (this can be calculated from the partial dictionary)
- Sometimes you might get conflicts, in this case the paradigm<->stem combinations could get a score which is related to the predictive power according to the corpus.
- How to find good rules for determining POS ? -- Run the patterns through a corpus and count how frequency the POS you want comes in the slot you think is good.
- Sometimes you can just get good candidates from an ending + paradigm, e.g. all words that end in -ió, -joni, etc.
- Blacklist words from the corpus / hitparade, e.g. barbarismes.
- You might want to verify your analyser output on a corpus. Let's say you add a load of nouns and some of them have multiple gender -- it could be that some of them are erroneous, so you might want to run a corpus and pull out the instances of gender mismatch.
Making a dictionary can be an iterative process, generate some candidates, add them to the dictionary, run the scripts again because you have more context.
- Payoffs
- You might want to add _all_ the possible analyses, but also be able to produce a "trimmed" dictionary.
- For example, adding all the adjectives in -oso, even if they are low frequency -- e.g. annoying or hard to find translations for, because they might give you context for adding some higher frequency noun.
- In the end though, you want to be able to produce a dictionary trimmed to a bilingual dictionary. Also, if it needs to be manually revised, it should be trimmed.
Bilingual dictionaries[edit]
- Some kind of web/command line interface which gives you one word at a time from a missing-bidix frequency list, along with:
- a source sentence with that word, -- it should be possible to toggle this with a keypress (e.g. cycle through the available sentences with the word.)
- the output of the existing MT system,
- possibilities from a probabilistic dictionary,
- translation(s) of the sentence with other MT systems.