Triple

T8339317
Position Surface form Disambiguated ID Type / Status
Subject Coixtlahuaca E195869 entity
Predicate languageUsed P238 FINISHED
Object Chocho language
The Chocho language is an indigenous Oto-Manguean language of central Mexico, traditionally spoken by the Chocho people in parts of Oaxaca.
 E728373 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: Chocho language | Statement: [Coixtlahuaca, languageUsed, Chocho language]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Chocho language
Context triple: [Coixtlahuaca, languageUsed, Chocho language]
  • A. Chimariko language
    The Chimariko language is an extinct Native American language once spoken in northwestern California, often classified within the proposed Hokan language family.
  • B. Saho language
    The Saho language is an Afroasiatic Cushitic language spoken primarily by the Saho people in Eritrea and northern Ethiopia.
  • C. Chaha language
    Chaha is an Afroasiatic Semitic language of the Gurage group spoken primarily in southwestern Ethiopia.
  • D. Chumburung language
    The Chumburung language is a Niger-Congo language spoken primarily by the Chumburung people in Ghana.
  • E. Changana language
    Changana is a Bantu language spoken primarily in southern Mozambique and neighboring regions, closely related to other Tswa–Ronga varieties.
  • 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: Chocho language
Triple: [Coixtlahuaca, languageUsed, Chocho language]
Generated description
The Chocho language is an indigenous Oto-Manguean language of central Mexico, traditionally spoken by the Chocho people in parts of Oaxaca.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Chocho language
Target entity description: The Chocho language is an indigenous Oto-Manguean language of central Mexico, traditionally spoken by the Chocho people in parts of Oaxaca.
  • A. Chimariko language
    The Chimariko language is an extinct Native American language once spoken in northwestern California, often classified within the proposed Hokan language family.
  • B. Saho language
    The Saho language is an Afroasiatic Cushitic language spoken primarily by the Saho people in Eritrea and northern Ethiopia.
  • C. Chaha language
    Chaha is an Afroasiatic Semitic language of the Gurage group spoken primarily in southwestern Ethiopia.
  • D. Chumburung language
    The Chumburung language is a Niger-Congo language spoken primarily by the Chumburung people in Ghana.
  • E. Changana language
    Changana is a Bantu language spoken primarily in southern Mozambique and neighboring regions, closely related to other Tswa–Ronga varieties.
  • 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_69ca82ecbdc481908a55cad8ca062d88 completed March 30, 2026, 2:04 p.m.
NER Named-entity recognition batch_69cb7fd7a3888190b54306ed862aded4 completed March 31, 2026, 8:03 a.m.
NED1 Entity disambiguation (via context triple) batch_69cdc71a9abc8190881ff73c6fe851cd completed April 2, 2026, 1:32 a.m.
NEDg Description generation batch_69cdcb90bec88190a2c19681405aa13e completed April 2, 2026, 1:51 a.m.
NED2 Entity disambiguation (via description) batch_69cdcd0fc9488190a0a576c385b9bc1f completed April 2, 2026, 1:57 a.m.
Created at: March 30, 2026, 5:57 p.m.