Triple

T23460293
Position Surface form Disambiguated ID Type / Status
Subject Panda E568952 entity
Predicate hasLanguage P15 FINISHED
Object Chopi language
The Chopi language is a Bantu language spoken primarily by the Chopi people of southern Mozambique.
 E1589714 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: Chopi language | Statement: [Panda, hasLanguage, Chopi language]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Chopi language
Context triple: [Panda, hasLanguage, Chopi language]
  • A. Kharia language
    Kharia language is a Munda language spoken primarily by the Kharia people in eastern India, especially in the states of Jharkhand, Odisha, and Chhattisgarh.
  • B. Shekkacho language
    The Shekkacho language is an Afroasiatic Omotic language spoken primarily by the Shekka people in the Sheka Zone of southwestern Ethiopia.
  • C. Churahi language
    The Churahi language is an Indo-Aryan tongue spoken primarily in the Chamba region of Himachal Pradesh, India, and is closely related to other Western Pahari languages.
  • D. Halchidhoma language
    The Halchidhoma language is an extinct Yuman language once spoken by the Halchidhoma people along the lower Colorado River in the southwestern United States.
  • E. Pochutec language
    The Pochutec language is an extinct Uto-Aztecan language once spoken on the Pacific coast of Oaxaca, Mexico, known for its distinctive features that set it apart from other Nahuan (Aztecan) languages.
  • 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: Chopi language
Triple: [Panda, hasLanguage, Chopi language]
Generated description
The Chopi language is a Bantu language spoken primarily by the Chopi people of southern Mozambique.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Chopi language
Target entity description: The Chopi language is a Bantu language spoken primarily by the Chopi people of southern Mozambique.
  • A. Kharia language
    Kharia language is a Munda language spoken primarily by the Kharia people in eastern India, especially in the states of Jharkhand, Odisha, and Chhattisgarh.
  • B. Shekkacho language
    The Shekkacho language is an Afroasiatic Omotic language spoken primarily by the Shekka people in the Sheka Zone of southwestern Ethiopia.
  • C. Churahi language
    The Churahi language is an Indo-Aryan tongue spoken primarily in the Chamba region of Himachal Pradesh, India, and is closely related to other Western Pahari languages.
  • D. Halchidhoma language
    The Halchidhoma language is an extinct Yuman language once spoken by the Halchidhoma people along the lower Colorado River in the southwestern United States.
  • E. Pochutec language
    The Pochutec language is an extinct Uto-Aztecan language once spoken on the Pacific coast of Oaxaca, Mexico, known for its distinctive features that set it apart from other Nahuan (Aztecan) languages.
  • 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_69e2458ebd808190b3298163132cfb0b completed April 17, 2026, 2:37 p.m.
NER Named-entity recognition batch_69f1a69afba88190b1b1dd27d331309f completed April 29, 2026, 6:35 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0c824ec03c8190b7a526269f6822b1 completed May 19, 2026, 3:31 p.m.
NEDg Description generation batch_6a0ca6eee2f48190b4e03039c4c96abe completed May 19, 2026, 6:07 p.m.
NED2 Entity disambiguation (via description) batch_6a0ca819f6dc8190852bb3c06768ac5a completed May 19, 2026, 6:12 p.m.
Created at: April 17, 2026, 5:53 p.m.