Triple

T8875398
Position Surface form Disambiguated ID Type / Status
Subject Malcolm Ross E211265 entity
Predicate hasNotablePublication P4 FINISHED
Object Some current issues in Austronesian linguistics
"Some Current Issues in Austronesian Linguistics" is a scholarly work by Malcolm Ross that examines key theoretical and descriptive problems in the study of Austronesian languages.
E762437 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: Some current issues in Austronesian linguistics | Statement: [Malcolm Ross, hasNotablePublication, Some current issues in Austronesian linguistics]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Some current issues in Austronesian linguistics
Context triple: [Malcolm Ross, hasNotablePublication, Some current issues in Austronesian linguistics]
  • A. Austronesian Languages (book)
    Austronesian Languages is a comprehensive scholarly book by linguist Robert Blust that surveys the history, structure, and classification of the Austronesian language family.
  • B. Lexicon of Proto Austronesian
    Lexicon of Proto Austronesian is a comprehensive scholarly reference work reconstructing the vocabulary of the ancestral Austronesian language, authored by linguist Robert Blust.
  • C. Austronesian linguistics
    Austronesian linguistics is the branch of linguistics that studies the structure, history, and classification of the Austronesian language family, one of the world’s largest and most geographically widespread language groups.
  • D. Oceanic Linguistics
    Oceanic Linguistics is a scholarly journal specializing in the study and documentation of the languages of the Pacific region, including Austronesian and Papuan languages.
  • E. A Grammar of Tukang Besi
    A Grammar of Tukang Besi is a comprehensive linguistic reference work detailing the structure and usage of the Tukang Besi language.
  • 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: Some current issues in Austronesian linguistics
Triple: [Malcolm Ross, hasNotablePublication, Some current issues in Austronesian linguistics]
Generated description
"Some Current Issues in Austronesian Linguistics" is a scholarly work by Malcolm Ross that examines key theoretical and descriptive problems in the study of Austronesian languages.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Some current issues in Austronesian linguistics
Target entity description: "Some Current Issues in Austronesian Linguistics" is a scholarly work by Malcolm Ross that examines key theoretical and descriptive problems in the study of Austronesian languages.
  • A. Austronesian Languages (book)
    Austronesian Languages is a comprehensive scholarly book by linguist Robert Blust that surveys the history, structure, and classification of the Austronesian language family.
  • B. Lexicon of Proto Austronesian
    Lexicon of Proto Austronesian is a comprehensive scholarly reference work reconstructing the vocabulary of the ancestral Austronesian language, authored by linguist Robert Blust.
  • C. Austronesian linguistics
    Austronesian linguistics is the branch of linguistics that studies the structure, history, and classification of the Austronesian language family, one of the world’s largest and most geographically widespread language groups.
  • D. Oceanic Linguistics
    Oceanic Linguistics is a scholarly journal specializing in the study and documentation of the languages of the Pacific region, including Austronesian and Papuan languages.
  • E. A Grammar of Tukang Besi
    A Grammar of Tukang Besi is a comprehensive linguistic reference work detailing the structure and usage of the Tukang Besi language.
  • F. None of above. chosen

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_69ca838e78748190934d82db3104f855 completed March 30, 2026, 2:07 p.m.
NER Named-entity recognition batch_69cc614565788190aa14535760df88c8 completed April 1, 2026, 12:05 a.m.
NED1 Entity disambiguation (via context triple) batch_69cfa0fbc6d4819084a7d77c1f918233 completed April 3, 2026, 11:14 a.m.
NEDg Description generation batch_69cfa1c0b9c48190b4c8d872a721386a completed April 3, 2026, 11:17 a.m.
NED2 Entity disambiguation (via description) batch_69cfa223fee88190ae9ff65a95a50700 completed April 3, 2026, 11:19 a.m.
Created at: March 30, 2026, 6:52 p.m.