Triple

T14010312
Position Surface form Disambiguated ID Type / Status
Subject Nupoid languages E337060 entity
Predicate hasMember P10 FINISHED
Object Pangu language
Pangu language is a Nupoid language spoken in Nigeria, belonging to the larger Niger-Congo language family.
 E1073885 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: Pangu language | Statement: [Nupoid languages, hasMember, Pangu language]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Pangu language
Context triple: [Nupoid languages, hasMember, Pangu language]
  • A. Pengo language
    The Pengo language is a South-Central Dravidian language spoken by the Pengo tribal community in parts of eastern-central India, particularly in Odisha and neighboring regions.
  • B. Paipai language
    The Paipai language is an indigenous Yuman language spoken by the Paipai people of northern Baja California, Mexico, and is considered highly endangered.
  • C. Longgu language
    The Longgu language is an Oceanic language spoken by communities in the Solomon Islands, belonging to the Southeast Solomonic branch of the Austronesian language family.
  • D. Gapapaiwa language
    The Gapapaiwa language is an Oceanic language of the Papuan Tip region of Papua New Guinea, spoken by the Gapapaiwa people in coastal communities of Milne Bay Province.
  • E. Piipaash language
    The Piipaash language is a Native American language of the Yuman family traditionally spoken by the Piipaash (Maricopa) people of the lower Colorado River region in the southwestern United States.
  • 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: Pangu language
Triple: [Nupoid languages, hasMember, Pangu language]
Generated description
Pangu language is a Nupoid language spoken in Nigeria, belonging to the larger Niger-Congo language family.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Pangu language
Target entity description: Pangu language is a Nupoid language spoken in Nigeria, belonging to the larger Niger-Congo language family.
  • A. Pengo language
    The Pengo language is a South-Central Dravidian language spoken by the Pengo tribal community in parts of eastern-central India, particularly in Odisha and neighboring regions.
  • B. Paipai language
    The Paipai language is an indigenous Yuman language spoken by the Paipai people of northern Baja California, Mexico, and is considered highly endangered.
  • C. Longgu language
    The Longgu language is an Oceanic language spoken by communities in the Solomon Islands, belonging to the Southeast Solomonic branch of the Austronesian language family.
  • D. Gapapaiwa language
    The Gapapaiwa language is an Oceanic language of the Papuan Tip region of Papua New Guinea, spoken by the Gapapaiwa people in coastal communities of Milne Bay Province.
  • E. Piipaash language
    The Piipaash language is a Native American language of the Yuman family traditionally spoken by the Piipaash (Maricopa) people of the lower Colorado River region in the southwestern United States.
  • 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_69d81c645c5c8190b1fd16a285a1b78a completed April 9, 2026, 9:38 p.m.
NER Named-entity recognition batch_69de2ed5cfd0819085b9c860b119a9de completed April 14, 2026, 12:11 p.m.
NED1 Entity disambiguation (via context triple) batch_69fbaca7bbd88190a377d3b74f3d6224 completed May 6, 2026, 9:03 p.m.
NEDg Description generation batch_69fbae6691b48190a0affc662cbb2d4e completed May 6, 2026, 9:11 p.m.
NED2 Entity disambiguation (via description) batch_69fbaf702c94819095347e2599ae9931 completed May 6, 2026, 9:15 p.m.
Created at: April 9, 2026, 10:19 p.m.