Triple

T7823213
Position Surface form Disambiguated ID Type / Status
Subject South Halmahera–West New Guinea languages E181181 entity
Predicate hasMember P10 FINISHED
Object Waropen language
Waropen is an Austronesian language spoken by the Waropen people along the northern coast of Papua (Indonesia), known for its place within the South Halmahera–West New Guinea subgroup.
 E695185 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: Waropen language | Statement: [South Halmahera–West New Guinea languages, hasMember, Waropen language]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Waropen language
Context triple: [South Halmahera–West New Guinea languages, hasMember, Waropen language]
  • A. Batui language
    The Batui language is an Austronesian language spoken in Central Sulawesi, Indonesia, and is part of the Saluan–Banggai subgroup.
  • B. Opokuma language
    The Opokuma language is a Niger-Congo language spoken by the Opokuma subgroup of the Ijaw people in Nigeria’s Niger Delta region.
  • C. Jarai language
    The Jarai language is an Austronesian language spoken by the Jarai people of Vietnam’s Central Highlands and neighboring Cambodia.
  • D. Unami language
    The Unami language is an Eastern Algonquian Native American language traditionally spoken by the Lenape (Delaware) people in the mid-Atlantic region of the United States.
  • E. Akawaio language
    The Akawaio language is an indigenous Cariban language spoken by the Akawaio people of Guyana, Venezuela, and Brazil.
  • 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: Waropen language
Triple: [South Halmahera–West New Guinea languages, hasMember, Waropen language]
Generated description
Waropen is an Austronesian language spoken by the Waropen people along the northern coast of Papua (Indonesia), known for its place within the South Halmahera–West New Guinea subgroup.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Waropen language
Target entity description: Waropen is an Austronesian language spoken by the Waropen people along the northern coast of Papua (Indonesia), known for its place within the South Halmahera–West New Guinea subgroup.
  • A. Batui language
    The Batui language is an Austronesian language spoken in Central Sulawesi, Indonesia, and is part of the Saluan–Banggai subgroup.
  • B. Opokuma language
    The Opokuma language is a Niger-Congo language spoken by the Opokuma subgroup of the Ijaw people in Nigeria’s Niger Delta region.
  • C. Jarai language
    The Jarai language is an Austronesian language spoken by the Jarai people of Vietnam’s Central Highlands and neighboring Cambodia.
  • D. Unami language
    The Unami language is an Eastern Algonquian Native American language traditionally spoken by the Lenape (Delaware) people in the mid-Atlantic region of the United States.
  • E. Akawaio language
    The Akawaio language is an indigenous Cariban language spoken by the Akawaio people of Guyana, Venezuela, and Brazil.
  • 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_69ca8282ccec819083c48efb72d21cf9 completed March 30, 2026, 2:02 p.m.
NER Named-entity recognition batch_69cafa095d7081908b3e492ce58b5d5f completed March 30, 2026, 10:32 p.m.
NED1 Entity disambiguation (via context triple) batch_69cb14a526cc8190a8b1a3179f75ad6c completed March 31, 2026, 12:26 a.m.
NEDg Description generation batch_69cb1734159881909590ed51e8920387 completed March 31, 2026, 12:37 a.m.
NED2 Entity disambiguation (via description) batch_69cb1a6fc16c8190827593f58b9d742d completed March 31, 2026, 12:50 a.m.
Created at: March 30, 2026, 4:42 p.m.