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https://w3id.org/np/RAraVE1JEVFVCX26Xr4ogWaK5MU_SKiv0giUvO5IvLtm0

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Content

@prefix this: <https://w3id.org/np/RAraVE1JEVFVCX26Xr4ogWaK5MU_SKiv0giUvO5IvLtm0> .
@prefix sub: <https://w3id.org/np/RAraVE1JEVFVCX26Xr4ogWaK5MU_SKiv0giUvO5IvLtm0#> .
@prefix np: <http://www.nanopub.org/nschema#> .
@prefix dct: <http://purl.org/dc/terms/> .
@prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .
@prefix nt: <https://w3id.org/np/o/ntemplate/> .
@prefix npx: <http://purl.org/nanopub/x/> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .
@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
@prefix orcid: <https://orcid.org/> .
@prefix prov: <http://www.w3.org/ns/prov#> .
@prefix ns1: <http://purl.org/np/> .

sub:Head {
  this: a np:Nanopublication;
    np:hasAssertion sub:assertion;
    np:hasProvenance sub:provenance;
    np:hasPublicationInfo sub:pubinfo .
}

sub:assertion {
  sub:evaluation <http://www.w3.org/ns/mls#hasValue> "0.97";
    <http://www.w3.org/ns/mls#specifiedBy> <http://purl.obolibrary.org/obo/STATO_0000415> .
  
  <https://w3id.org/np/RAraVE1JEVFVCX26Xr4ogWaK5MU_SKiv0giUvO5IvLtm0#pythainlp/wisesight_sentiment>
    rdfs:label "wisesight_sentiment" .
  
  sub:run a <http://www.w3.org/ns/mls#Run>;
    dct:description "This experiment evaluates a weakly supervised, meta-learning model trained on Thai for hate speech detection and adapted to Lao and Shan using few-shot learning. The model uses linguistically informed embedding alignment (LIEA) and Proto-MAML to support cross-lingual transfer between low-resource languages in the Tai-Kadai language family.";
    rdfs:label "Low-Resource to Low-Resource: Hate Speech Detection in Tai-Kadai Languages";
    <http://www.w3.org/ns/mls#achieves> <http://purl.obolibrary.org/obo/GSSO_005411>;
    <http://www.w3.org/ns/mls#hasInput> <https://w3id.org/np/RAraVE1JEVFVCX26Xr4ogWaK5MU_SKiv0giUvO5IvLtm0#pythainlp/wisesight_sentiment>;
    <http://www.w3.org/ns/mls#hasOutput> sub:evaluation;
    <http://www.w3.org/ns/mls#realizes> <http://www.wikidata.org/entity/Q52276293> .
}

sub:provenance {
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sub:pubinfo {
  <http://purl.obolibrary.org/obo/GSSO_005411> nt:hasLabelFromApi "online hate speech - Hate speech which takes place online (e.g. the internet, social media platforms)." .
  
  <http://www.wikidata.org/entity/Q52276293> nt:hasLabelFromApi "MBERT: a basic program to alleviate experimenter effect in biofeedback research - scientific article published in February 1984" .
  
  sub:author-list rdf:_1 orcid:0009-0001-0190-2167 .
  
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  this: dct:created "2025-03-27T14:31:19.753Z"^^xsd:dateTime;
    dct:creator orcid:0009-0001-0190-2167;
    dct:license <https://creativecommons.org/licenses/by/4.0/>;
    npx:introduces sub:run;
    npx:wasCreatedAt <https://nanodash.petapico.org/>;
    <http://purl.org/ontology/bibo/authorList> sub:author-list;
    rdfs:label "Result of Machine Learning run: Low-Resource to Low-Resource: Hate Speech Detection in Tai-Kadai Languages";
    nt:wasCreatedFromProvenanceTemplate ns1:RA4LGtuOqTIMqVAkjnfBXk1YDcAPNadP5CGiaJiBkdHCQ;
    nt:wasCreatedFromPubinfoTemplate <https://w3id.org/np/RA0J4vUn_dekg-U1kK3AOEt02p9mT2WO03uGxLDec1jLw>,
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