Triple

T19368735
Position Surface form Disambiguated ID Type / Status
Subject Languedocien Occitan E484474 entity
Predicate languageFamily P1047 FINISHED
Object Occitano-Romance languages
The Occitano-Romance languages are a subgroup of Romance languages spoken mainly in southern France, parts of Italy, and Spain, including varieties such as Occitan and Catalan.
E32288 NE FINISHED

How this triple was built (4 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Occitano-Romance languages | Statement: [Languedocien Occitan, languageFamily, Occitano-Romance languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Occitano-Romance languages
Context triple: [Languedocien Occitan, languageFamily, Occitano-Romance languages]
  • A. Gallo-Romance languages
    Gallo-Romance languages are a branch of the Romance language family spoken mainly in parts of France, northern Italy, and neighboring regions, including languages such as French, Occitan, and Catalan.
  • B. Rhaeto-Romance languages
    The Rhaeto-Romance languages are a small group of closely related Romance languages spoken in parts of Switzerland and northern Italy, including Romansh, Ladin, and Friulian.
  • C. Niçard Occitan
    Niçard Occitan is a Romance variety of the Occitan language traditionally spoken in and around the city of Nice in southeastern France.
  • D. Vivaro-Alpine Occitan
    Vivaro-Alpine Occitan is a variety of the Occitan language spoken in southeastern France and parts of Italy, forming a transitional dialect between Provençal and Northern Occitan.
  • E. Gallo‑Italic languages
    The Gallo‑Italic languages are a group of Romance languages spoken mainly in northern Italy and parts of Switzerland and France, characterized by features transitional between Gallo-Romance and Italo-Romance varieties.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Occitano-Romance languages
Triple: [Languedocien Occitan, languageFamily, Occitano-Romance languages]
Generated description
The Occitano-Romance languages are a subgroup of Romance languages spoken mainly in southern France, parts of Italy, and Spain, including varieties such as Occitan and Catalan.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Occitano-Romance languages
Target entity description: The Occitano-Romance languages are a subgroup of Romance languages spoken mainly in southern France, parts of Italy, and Spain, including varieties such as Occitan and Catalan.
  • A. Gallo-Romance languages chosen
    Gallo-Romance languages are a branch of the Romance language family spoken mainly in parts of France, northern Italy, and neighboring regions, including languages such as French, Occitan, and Catalan.
  • B. Rhaeto-Romance languages
    The Rhaeto-Romance languages are a small group of closely related Romance languages spoken in parts of Switzerland and northern Italy, including Romansh, Ladin, and Friulian.
  • C. Niçard Occitan
    Niçard Occitan is a Romance variety of the Occitan language traditionally spoken in and around the city of Nice in southeastern France.
  • D. Vivaro-Alpine Occitan
    Vivaro-Alpine Occitan is a variety of the Occitan language spoken in southeastern France and parts of Italy, forming a transitional dialect between Provençal and Northern Occitan.
  • E. Gallo‑Italic languages
    The Gallo‑Italic languages are a group of Romance languages spoken mainly in northern Italy and parts of Switzerland and France, characterized by features transitional between Gallo-Romance and Italo-Romance varieties.
  • F. None of above.

Provenance (5 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69d8e8d305088190ad13571532aa454c completed April 10, 2026, 12:10 p.m.
NER Named-entity recognition batch_69e619ae6838819080584d60cbd58bbd completed April 20, 2026, 12:18 p.m.
NED1 Entity disambiguation (via context triple) batch_6a07241692fc81909b627d1939165823 completed May 15, 2026, 1:48 p.m.
NEDg Description generation batch_6a0725e546488190988000d77c961c0f completed May 15, 2026, 1:55 p.m.
NED2 Entity disambiguation (via description) batch_6a0726a79b308190a584bc808f4b2faa completed May 15, 2026, 1:59 p.m.
Created at: April 10, 2026, 1:35 p.m.