Nanopublication

Result of Machine Learning run: Low-Resource to Low-Resource: Hate Speech Detection in Tai-Kadai Languages Run

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAraVE1JEV...#run This run connects a thing (left) to a class it belongs to (right) http://www.w3.org/1999/02/22-rdf-syntax-ns#type is a Run is an execution of an implementation on a machine (computer). It is limited in time (has a start and end point), can be successful or failed. http://www.w3.org/ns/mls#Run run of a Machine Learning experiment .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAraVE1JEV...#run This run connects a thing (left) to its human-readable label (right) http://www.w3.org/2000/01/rdf-schema#label has the label (this is a literal) "Low-Resource to Low-Resource: Hate Speech Detection in Tai-Kadai Languages" .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAraVE1JEV...#run This run connects a thing to a human-readable description of that thing. http://purl.org/dc/terms/description is described by (this is a literal) "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." .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAraVE1JEV...#run This run A relation between a run and an algorithm, where the run executes an implementation of the algorithm. http://www.w3.org/ns/mls#realizes executes an implementation of the algorithm http://www.wikidata.org/entity/Q52276293 MBERT: a basic program to alleviate experimenter effect in biofeedback research .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAraVE1JEV...#run This run A relation between a run and a task, where the run achieves specifications formulated by the task. http://www.w3.org/ns/mls#achieves performs the task http://purl.obolibrary.org/obo/GSSO_005411 online hate speech .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAraVE1JEV...#run This run A relation between a run and data that is taken as input to the run. http://www.w3.org/ns/mls#hasInput uses as input This is a local identifier minted within the nanopublication. https://w3id.org/np/RAraVE1JEV...#pythainlp/wisesight_sentiment pythainlp/wisesight_sentiment .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAraVE1JEV...#pythainlp/wisesight_sentiment pythainlp/wisesight_sentiment connects a thing (left) to its human-readable label (right) http://www.w3.org/2000/01/rdf-schema#label has the label (this is a literal) "wisesight_sentiment" .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAraVE1JEV...#run This run A relation between a run and either a model or model evaluation that is produced on it's output. http://www.w3.org/ns/mls#hasOutput has as output This is a local identifier minted within the nanopublication. https://w3id.org/np/RAraVE1JEV...#evaluation an evaluation .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAraVE1JEV...#evaluation The evaluation A relation between an entity and the information content entity that specifies it. http://www.w3.org/ns/mls#specifiedBy measures http://purl.obolibrary.org/obo/STATO_0000415 accuracy .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAraVE1JEV...#evaluation The evaluation assigns a numerical value denoting the measured result of an evaluation http://www.w3.org/ns/mls#hasValue has the result value (this is a literal) "0.97" .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAraVE1JEV...#assertion The assertion above http://www.w3.org/ns/prov#wasGeneratedBy was generated by This is a local identifier minted within the nanopublication. https://w3id.org/np/RAraVE1JEV...#research-activity a research activity .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAraVE1JEV...#research-activity The research activity http://purl.org/dc/terms/description is described in This is a local identifier minted within the nanopublication. https://w3id.org/np/RAraVE1JEV...#document a document .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAraVE1JEV...#document The document http://www.w3.org/1999/02/22-rdf-syntax-ns#type is a http://purl.org/ontology/bibo/Manuscript (unpublished) manuscript .

This is the identifier for this whole nanopublication. https://w3id.org/np/RAraVE1JEV... This nanopublication http://purl.org/ontology/bibo/authorList has This is a local identifier minted within the nanopublication. https://w3id.org/np/RAraVE1JEV...#author-list this author list .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAraVE1JEV...#author-list This author list This relation links a sequence/list to its element at position 1. http://www.w3.org/1999/02/22-rdf-syntax-ns#_1 has at position 1 https://orcid.org/0009-0001-0190-2167 0009-0001-0190-2167 .

This is the identifier for this whole nanopublication. https://w3id.org/np/RAraVE1JEV... This nanopublication http://purl.org/dc/terms/creator is created by https://orcid.org/0009-0001-0190-2167 me (0009-0001-0190-2167) .

This is the identifier for this whole nanopublication. https://w3id.org/np/RAraVE1JEV... This nanopublication http://purl.org/dc/terms/license is published under the license https://creativecommons.org/licenses/by/4.0/ Attribution 4.0 International (CC BY 4.0) .

This is the identifier for this whole nanopublication. https://w3id.org/np/RAraVE1JEV... This nanopublication http://www.w3.org/2000/01/rdf-schema#label has the label (this is a literal) "Result of Machine Learning run: Low-Resource to Low-Resource: Hate Speech Detection in Tai-Kadai Languages" .

This is the identifier for this whole nanopublication. https://w3id.org/np/RAraVE1JEV... This nanopublication date and time when the nanopublication was created http://purl.org/dc/terms/created was created on (this is a literal) "2025-03-27T14:31:19.753Z" .

This is the identifier for this whole nanopublication. https://w3id.org/np/RAraVE1JEV... This nanopublication links to the assertion template that was used to create this nanopublication https://w3id.org/np/o/ntemplate/wasCreatedFromTemplate was created from the assertion template http://purl.org/np/RA4hvXIHbS... RA4hvXIHbS .

This is the identifier for this whole nanopublication. https://w3id.org/np/RAraVE1JEV... This nanopublication links to the provenance template that was used to create this nanopublication https://w3id.org/np/o/ntemplate/wasCreatedFromProvenanceTemplate was created from the provenance template http://purl.org/np/RA4LGtuOqT... RA4LGtuOqT .

This is the identifier for this whole nanopublication. https://w3id.org/np/RAraVE1JEV... This nanopublication links to the publication info template that was used to create this nanopublication https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate was created from the publication info template https://w3id.org/np/RA0J4vUn_d... RA0J4vUn_d .

This is the identifier for this whole nanopublication. https://w3id.org/np/RAraVE1JEV... This nanopublication the nanopublication consists of an introduction of the given resource http://purl.org/nanopub/x/introduces introduces This is a local identifier minted within the nanopublication. https://w3id.org/np/RAraVE1JEV...#run run .

http://purl.obolibrary.org/obo/GSSO_005411 online hate speech https://w3id.org/np/o/ntemplate/hasLabelFromApi has the label from an API (this is a literal) "online hate speech - Hate speech which takes place online (e.g. the internet, social media platforms)." .

http://www.wikidata.org/entity/Q52276293 MBERT: a basic program to alleviate experimenter effect in biofeedback research https://w3id.org/np/o/ntemplate/hasLabelFromApi has the label from an API (this is a literal) "MBERT: a basic program to alleviate experimenter effect in biofeedback research - scientific article published in February 1984" .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAraVE1JEV...#sig sig http://purl.org/nanopub/x/hasSignatureTarget has as target This is the identifier for this whole nanopublication. https://w3id.org/np/RAraVE1JEV... this nanopublication .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAraVE1JEV...#sig sig http://purl.org/nanopub/x/hasAlgorithm has the algorithm (this is a literal) "RSA" .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAraVE1JEV...#sig sig http://purl.org/nanopub/x/hasPublicKey has the public key (this is a literal) "MIGfMA0GCSqGSIb3DQEBAQUAA4GNADCBiQKBgQCiDv+vPi0Y1FK+qLx59LUX5RSUhyDHc3ixezwkZ71vKceMJnz2mC4wJ1Zm4oXrAWYxZjnq1BUyouSo11ihoK9vLHPV/D1R/ooI23A+Zqpsy/RW8Li/4n7jHJ4EEviHAg+6bVXN8CAZ/4F8k80tJUHqVZGulkUP/L/2B0MMX96EZQIDAQAB" .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAraVE1JEV...#sig sig http://purl.org/nanopub/x/hasSignature has the signature (this is a literal) "h687n6gDqaFJrE6ucul8MzkeF9Qz/QJi2QD/rWM6cgYFs9avCGRHwieNWIehrJ3WxvfoeJIo6nzkF0n+DAbkCN5r8fUkgBiskBP4hEq8Bp00ElcogTf+9/pCZoSLE7iYwmWm5dvqPJVx3zVmQVV3TEziIRfLF01G1EzNHoNRZqQ=" .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAraVE1JEV...#sig sig http://purl.org/nanopub/x/signedBy is signed by https://orcid.org/0009-0001-0190-2167 0009-0001-0190-2167 .

This is the identifier for this whole nanopublication. https://w3id.org/np/RAraVE1JEV... This nanopublication http://purl.org/nanopub/x/wasCreatedAt was created at https://nanodash.petapico.org/ nanodash.petapico.org .

0009-0001-0190-2167 (author), 0009-0001-0190-2167 (creator), 27 Mar 2025, 14:31:19 UTC

Type Description This is the description of the type this nanopublication belongs to.

Such a nanopublication describes the results of a Machine Learning experiment, such as the accuracy achieved by a applying a given ML technique on a given dataset. This template is based on ML Schema.

Candidate

This nanopublication is a candidate for inclusion in the journal, but is not peer-reviewed and has at this point no formal link to the journal.

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