Triple

T15291117
Position Surface form Disambiguated ID Type / Status
Subject Kalaw Lagaw Ya E365528 entity
Predicate hasLoanwordsFrom P506 FINISHED
Object Papuan languages
Papuan languages are a diverse group of non-Austronesian language families spoken primarily on the island of New Guinea and neighboring regions, known for their great structural and genetic variety.
 E1151277 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: Papuan languages | Statement: [Kalaw Lagaw Ya, hasLoanwordsFrom, Papuan languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Papuan languages
Context triple: [Kalaw Lagaw Ya, hasLoanwordsFrom, Papuan languages]
  • A. Meso-Melanesian languages
    The Meso-Melanesian languages are a subgroup of Oceanic Austronesian languages spoken primarily in parts of Papua New Guinea and the Solomon Islands.
  • B. East Papuan languages
    East Papuan languages are a diverse group of non-Austronesian languages spoken primarily on islands and coastal regions of eastern Papua New Guinea and nearby areas.
  • C. Trans–New Guinea languages
    The Trans–New Guinea languages are a vast and diverse family of Papuan languages spoken primarily across the highlands and interior regions of New Guinea and neighboring islands.
  • D. South Halmahera–West New Guinea languages
    The South Halmahera–West New Guinea languages are a subgroup of Austronesian languages spoken in eastern Indonesia, particularly in southern Halmahera and along the western coast of New Guinea.
  • E. Southern Melanesian languages
    Southern Melanesian languages are a subgroup of Oceanic languages spoken primarily in the southern regions of Melanesia, including parts of Vanuatu, New Caledonia, and nearby islands.
  • 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: Papuan languages
Triple: [Kalaw Lagaw Ya, hasLoanwordsFrom, Papuan languages]
Generated description
Papuan languages are a diverse group of non-Austronesian language families spoken primarily on the island of New Guinea and neighboring regions, known for their great structural and genetic variety.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Papuan languages
Target entity description: Papuan languages are a diverse group of non-Austronesian language families spoken primarily on the island of New Guinea and neighboring regions, known for their great structural and genetic variety.
  • A. Meso-Melanesian languages
    The Meso-Melanesian languages are a subgroup of Oceanic Austronesian languages spoken primarily in parts of Papua New Guinea and the Solomon Islands.
  • B. East Papuan languages
    East Papuan languages are a diverse group of non-Austronesian languages spoken primarily on islands and coastal regions of eastern Papua New Guinea and nearby areas.
  • C. Trans–New Guinea languages
    The Trans–New Guinea languages are a vast and diverse family of Papuan languages spoken primarily across the highlands and interior regions of New Guinea and neighboring islands.
  • D. South Halmahera–West New Guinea languages
    The South Halmahera–West New Guinea languages are a subgroup of Austronesian languages spoken in eastern Indonesia, particularly in southern Halmahera and along the western coast of New Guinea.
  • E. Southern Melanesian languages
    Southern Melanesian languages are a subgroup of Oceanic languages spoken primarily in the southern regions of Melanesia, including parts of Vanuatu, New Caledonia, and nearby islands.
  • 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_69d85a103d9081908c1ea6c4c73ac8e3 completed April 10, 2026, 2:01 a.m.
NER Named-entity recognition batch_69e03680b60c8190a3ea54a9d34c8105 completed April 16, 2026, 1:08 a.m.
NED1 Entity disambiguation (via context triple) batch_69ff01e2a03c81909ab24d4ed2b54698 completed May 9, 2026, 9:44 a.m.
NEDg Description generation batch_69ff02a62dcc819087eddd2f0b4c29cb completed May 9, 2026, 9:47 a.m.
NED2 Entity disambiguation (via description) batch_69ff036153588190ae46fcde257eb3cb completed May 9, 2026, 9:50 a.m.
Created at: April 10, 2026, 3:15 a.m.