LanguageCrunch NLP Service docker image
Docker image: https://hub.docker.com/r/artpar/languagecrunch/
Quickstart
Pull and run the Docker image, listening on port 8080:
$ docker run -it -p 8080:8080 artpar/languagecrunch
Example API call:
$ curl http://localhost:8080/nlp/parse?`echo -n "The new twitter is so weird. Seriously. Why is there a new twitter? What was wrong with the old one? Fix it now." | python -c "import urllib, sys; print(urllib.urlencode({'sentence': sys.stdin.read()}))"`Endpoints
Sentence parse [Spacy]
GET http://localhost:8080/nlp/parse?sentence=<URL-encoded sentences>
Word lookup [Wordnet]
GET http://localhost:8080/nlp/word?word=ask&pos=v
Coreference resolution [neuralcoref]
GET http://localhost:8080/nlp/coref?sentence=<URL-encoded sentences>
Model Details
Sentiment
sentence: The new twitter is so weird. Seriously. Why is there a new twitter? What was wrong with the old one? Fix it now.
{
"relations": [],
"sentences": [
{
"sentence": "The new twitter is so weird. ",
"sentence_type": "assertive",
"sentiment": {
"polarity": -0.18181818181818182,
"subjectivity": 0.7272727272727273
},
"root": {
"text": "is ",
"orth": 2
},
"pos": [
{
"text": "The new twitter",
"lemma": "the",
"pos": "DET",
"tag": "DT",
"dep": "nsubj",
.
.
.Entity extraction
- PERSON
- NORP
- FACILITY
- ORG
- GPE
- LOC
- PRODUCT
- EVENT
- WORK_OF_ART
- LAW
- LANGUAGE
- DATE
- TIME
- PERCENT
- MONEY
- QUANTITY
- ORDINAL
- CARDINAL
Eg: Bill Gates, the founder of Microsoft, hosted a party last night
"entities": [
{
"text": "Bill Gates",
"label": "PERSON"
},
{
"text": "Microsoft",
"label": "ORG"
},
{
"text": "last night",
"label": "TIME"
}
]
}Sentence type detection
- assertive
- interrogative
- exclamatory
- negative
Relation extraction
Eg: Bill Gates, the founder of Microsoft, hosted a party last night
"relations": [
{
"subject": "the founder",
"object": "Microsoft",
"relation": "ORG"
}
],
Eg: Apple is looking at buying U.K. startup for $1 billion
{
subject: "N/A",
object: "U.K. startup",
relation: "GPE"
},
{
subject: "buying",
object: "$1 billion",
relation: "MONEY"
}
],
Word look up
-
Category of word
- Hypernyms - colour is a hypernym of red.
-
Specific words of a category
- Holonyms - red is a holonym of color
-
Synonyms to match
-
Examples
-
Word frames ( how the word is used )
-
Coreference resolution
-
Pronouns/references to nouns
Eg: startle, verb
"results": [
{
"definition": "to stimulate to action",
"examples": [
"..startled him awake",
"galvanized into action"
],
"lemma_names": [
"startle",
"galvanize",
"galvanise"
],
"hypernyms": [
{
"definition": "surprise greatly; knock someone's socks off",
"examples": [
"I was floored when I heard that I was promoted"
],
"lemma_names": [
"shock",
"floor",
"ball_over",
"blow_out_of_the_water",
"take_aback"
]
}
],
"lemmas": [
{
"frame_strings": [
"Somebody startle somebody",
"Something startle somebody",
"Somebody startle somebody into V-ing something"
],