Nanopublication

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ID

https://w3id.org/np/RALyOabgB4coZ24ShEqg9VPlg-Kg6_R_9Q-4yfyVV4jRY

Formats

.trig | .trig.txt | .jelly | .jelly.txt | .jsonld | .jsonld.txt | .nq | .nq.txt | .xml | .xml.txt

Content

@prefix this: <https://w3id.org/np/RALyOabgB4coZ24ShEqg9VPlg-Kg6_R_9Q-4yfyVV4jRY> .
@prefix sub: <https://w3id.org/np/RALyOabgB4coZ24ShEqg9VPlg-Kg6_R_9Q-4yfyVV4jRY/> .
@prefix np: <http://www.nanopub.org/nschema#> .
@prefix nt: <https://w3id.org/np/o/ntemplate/> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .
@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
@prefix orcid: <https://orcid.org/> .
@prefix gen: <https://w3id.org/kpxl/gen/terms/> .
@prefix dct: <http://purl.org/dc/terms/> .
@prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .
@prefix npx: <http://purl.org/nanopub/x/> .
@prefix pk: <https://w3id.org/probknow/ontology/> .
@prefix prov: <http://www.w3.org/ns/prov#> .
@prefix foaf: <http://xmlns.com/foaf/0.1/> .

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

sub:assertion {
  dct:identifier rdfs:label "has the identifier" .
  
  rdf:type rdfs:label "is a" .
  
  rdfs:comment rdfs:label "has the comment" .
  
  rdfs:label rdfs:label "has the label" .
  
  sub:assessment a nt:ExternalUriPlaceholder, nt:IntroducedResource;
    rdfs:label "identifier of the assessment";
    nt:hasPrefix "https://w3id.org/probknow/resource/assessment/";
    nt:hasPrefixLabel "pkr:assessment/" .
  
  sub:confidence a nt:LiteralPlaceholder;
    rdfs:label "the model's confidence in its probability, from 0 to 1";
    nt:hasDatatype xsd:double .
  
  sub:evidenceAgainst a nt:LongLiteralPlaceholder;
    rdfs:label "a point of evidence against the hypothesis" .
  
  sub:evidenceFor a nt:LongLiteralPlaceholder;
    rdfs:label "a point of evidence supporting the hypothesis" .
  
  sub:hypothesis a nt:ExternalUriPlaceholder;
    rdfs:label "the hypothesis being evaluated";
    nt:hasPrefix "https://w3id.org/probknow/resource/hypothesis/";
    nt:hasPrefixLabel "pkr:hypothesis/" .
  
  sub:hypothesisCode a nt:LiteralPlaceholder;
    rdfs:label "the hypothesis code (e.g. H1)" .
  
  sub:hypothesisLabel a nt:LiteralPlaceholder;
    rdfs:label "the hypothesis in one sentence" .
  
  sub:label a nt:LiteralPlaceholder;
    rdfs:label "short label of the assessment" .
  
  sub:model a nt:ExternalUriPlaceholder;
    rdfs:label "the language model that made the assessment";
    nt:hasPrefix "https://w3id.org/probknow/resource/model/";
    nt:hasPrefixLabel "pkr:model/" .
  
  sub:modelLabel a nt:LiteralPlaceholder;
    rdfs:label "the model's name and version" .
  
  sub:probability a nt:LiteralPlaceholder;
    rdfs:label "probability that the hypothesis is true, from 0 to 1";
    nt:hasDatatype xsd:double .
  
  sub:reasoning a nt:LongLiteralPlaceholder;
    rdfs:label "the model's reasoning" .
  
  sub:st01 rdf:object pk:LLMClaimAssessment;
    rdf:predicate rdf:type;
    rdf:subject sub:assessment;
    nt:statementOrder "1" .
  
  sub:st02 rdf:object sub:label;
    rdf:predicate rdfs:label;
    rdf:subject sub:assessment;
    nt:statementOrder "2" .
  
  sub:st03 rdf:object sub:hypothesis;
    rdf:predicate pk:evaluatesHypothesis;
    rdf:subject sub:assessment;
    nt:statementOrder "3" .
  
  sub:st04 rdf:object sub:hypothesisLabel;
    rdf:predicate rdfs:label;
    rdf:subject sub:hypothesis;
    nt:statementOrder "4" .
  
  sub:st05 a nt:OptionalStatement;
    rdf:object sub:hypothesisCode;
    rdf:predicate dct:identifier;
    rdf:subject sub:hypothesis;
    nt:statementOrder "5" .
  
  sub:st06 rdf:object sub:model;
    rdf:predicate pk:assessedBy;
    rdf:subject sub:assessment;
    nt:statementOrder "6" .
  
  sub:st07 rdf:object pk:Model;
    rdf:predicate rdf:type;
    rdf:subject sub:model;
    nt:statementOrder "7" .
  
  sub:st08 rdf:object sub:modelLabel;
    rdf:predicate rdfs:label;
    rdf:subject sub:model;
    nt:statementOrder "8" .
  
  sub:st09 a nt:OptionalStatement;
    rdf:object sub:probability;
    rdf:predicate pk:hasProbability;
    rdf:subject sub:assessment;
    nt:statementOrder "9" .
  
  sub:st10 a nt:OptionalStatement;
    rdf:object sub:confidence;
    rdf:predicate pk:hasConfidence;
    rdf:subject sub:assessment;
    nt:statementOrder "10" .
  
  sub:st11 a nt:OptionalStatement;
    rdf:object sub:verdict;
    rdf:predicate pk:hasVerdict;
    rdf:subject sub:assessment;
    nt:statementOrder "11" .
  
  sub:st12 a nt:OptionalStatement;
    rdf:object sub:reasoning;
    rdf:predicate rdfs:comment;
    rdf:subject sub:assessment;
    nt:statementOrder "12" .
  
  sub:st13 a nt:OptionalStatement, nt:RepeatableStatement;
    rdf:object sub:evidenceFor;
    rdf:predicate pk:evidenceFor;
    rdf:subject sub:assessment;
    nt:statementOrder "13" .
  
  sub:st14 a nt:OptionalStatement, nt:RepeatableStatement;
    rdf:object sub:evidenceAgainst;
    rdf:predicate pk:evidenceAgainst;
    rdf:subject sub:assessment;
    nt:statementOrder "14" .
  
  sub:template a nt:AssertionTemplate;
    dct:description "An assessment of a ProbKnow hypothesis made by a language model acting as evaluator: the model's probability that the hypothesis is true, its self-reported confidence, a verdict, its reasoning, and the points of evidence for and against.";
    dct:isVersionOf sub:llmAssessmentKind;
    rdfs:label "ProbKnow LLM assessment of a hypothesis";
    gen:governedBy <https://w3id.org/spaces/probknow>;
    nt:hasNanopubLabelPattern "${label}";
    nt:hasStatement sub:st01, sub:st02, sub:st03, sub:st04, sub:st05, sub:st06, sub:st07,
      sub:st08, sub:st09, sub:st10, sub:st11, sub:st12, sub:st13, sub:st14;
    nt:hasTag "ProbKnow";
    nt:hasTargetNanopubType pk:LLMClaimAssessment .
  
  sub:verdict a nt:LiteralPlaceholder;
    rdfs:label "short categorical verdict (e.g. Plausible)" .
  
  pk:LLMClaimAssessment rdfs:label "LLM claim assessment" .
  
  pk:Model rdfs:label "language model" .
  
  pk:assessedBy rdfs:label "is assessed by" .
  
  pk:evaluatesHypothesis rdfs:label "evaluates the hypothesis" .
  
  pk:evidenceAgainst rdfs:label "has evidence against" .
  
  pk:evidenceFor rdfs:label "has evidence for" .
  
  pk:hasConfidence rdfs:label "has the confidence" .
  
  pk:hasProbability rdfs:label "has the probability" .
  
  pk:hasVerdict rdfs:label "has the verdict" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo orcid:0000-0002-1267-0234 .
}

sub:pubinfo {
  orcid:0000-0002-1267-0234 foaf:name "Tobias Kuhn" .
  
  this: dct:created "2026-10-01T06:55:31Z"^^xsd:dateTime;
    dct:creator orcid:0000-0002-1267-0234;
    dct:license <https://creativecommons.org/licenses/by/4.0/>;
    npx:embeds sub:template;
    npx:introduces sub:llmAssessmentKind;
    rdfs:label "ProbKnow LLM assessment of a hypothesis";
    nt:wasCreatedFromProvenanceTemplate <https://w3id.org/np/RA7lSq6MuK_TIC6JMSHvLtee3lpLoZDOqLJCLXevnrPoU>;
    nt:wasCreatedFromPubinfoTemplate <https://w3id.org/np/RACJ58Gvyn91LqCKIO9zu1eijDQIeEff28iyDrJgjSJF8>,
      <https://w3id.org/np/RAukAcWHRDlkqxk7H2XNSegc1WnHI569INvNr-xdptDGI>;
    nt:wasCreatedFromTemplate <https://w3id.org/np/RAWwJ-TzFhUJN5l6cTUIeCIUqqzS8ek-_zumlDczSUipk/template> .
  
  sub:sig npx:hasAlgorithm "RSA";
    npx:hasPublicKey "MIGfMA0GCSqGSIb3DQEBAQUAA4GNADCBiQKBgQCwUtewGCpT5vIfXYE1bmf/Uqu1ojqnWdYxv+ySO80ul8Gu7m8KoyPAwuvaPj0lvPtHrg000qMmkxzKhYknEjq8v7EerxZNYp5B3/3+5ZpuWOYAs78UnQVjbHSmDdmryr4D4VvvNIiUmd0yxci47dTFUj4DvfHnGd6hVe5+goqdcwIDAQAB";
    npx:hasSignature "P9nssiNpyXLaHVWWPdOayUHpJUoIIhv3CaOd9IAGfajAmF5213Je0zRGIg3NvQ1iBnRXQi7bU5l4YVRIQaHEm35lUiqHV6wMFdYttIJuijSOIG2QIjSd0Be15OftxResGhaLrODJYAXpp8Q3tCtPiAHxQGLjMyGhPZ17kxVQ42M=";
    npx:hasSignatureTarget this:;
    npx:signedBy orcid:0000-0002-1267-0234 .
}