Triple

T3733551
Position Surface form Disambiguated ID Type / Status
Subject Totonac E79124 entity
Predicate hasLanguage P15 FINISHED
Object Huehuetla Tepehua (often classified with Totonac)
Huehuetla Tepehua is an indigenous Mesoamerican language spoken in the region of Huehuetla, Hidalgo, Mexico, that is often grouped with the closely related Totonacan languages.
 E383574 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: Huehuetla Tepehua (often classified with Totonac) | Statement: [Totonac, hasLanguage, Huehuetla Tepehua (often classified with Totonac)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Huehuetla Tepehua (often classified with Totonac)
Context triple: [Totonac, hasLanguage, Huehuetla Tepehua (often classified with Totonac)]
  • A. Chiquihuitlán Mazatec
    Chiquihuitlán Mazatec is a variant of the Mazatecan indigenous language spoken in Oaxaca, Mexico, known for its complex tonal system and endangered status.
  • B. Tepehuan
    The Tepehuan are an Indigenous people of northern Mexico, known for their distinct Uto-Aztecan language, traditional agriculture, and communities in the Sierra Madre Occidental.
  • C. Soyaltepec Mazatec
    Soyaltepec Mazatec is a variant of the Mazatecan indigenous language spoken in the region around San Miguel Soyaltepec in Oaxaca, Mexico.
  • D. Northern Tepehuán language
    The Northern Tepehuán language is an indigenous Uto-Aztecan language spoken by the Tepehuán people of northern Mexico, particularly in parts of Durango and neighboring states.
  • E. Huautla Mazatec
    Huautla Mazatec is a variant of the Mazatec language spoken primarily in and around Huautla de Jiménez in Oaxaca, Mexico.
  • 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: Huehuetla Tepehua (often classified with Totonac)
Triple: [Totonac, hasLanguage, Huehuetla Tepehua (often classified with Totonac)]
Generated description
Huehuetla Tepehua is an indigenous Mesoamerican language spoken in the region of Huehuetla, Hidalgo, Mexico, that is often grouped with the closely related Totonacan languages.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Huehuetla Tepehua (often classified with Totonac)
Target entity description: Huehuetla Tepehua is an indigenous Mesoamerican language spoken in the region of Huehuetla, Hidalgo, Mexico, that is often grouped with the closely related Totonacan languages.
  • A. Chiquihuitlán Mazatec
    Chiquihuitlán Mazatec is a variant of the Mazatecan indigenous language spoken in Oaxaca, Mexico, known for its complex tonal system and endangered status.
  • B. Tepehuan
    The Tepehuan are an Indigenous people of northern Mexico, known for their distinct Uto-Aztecan language, traditional agriculture, and communities in the Sierra Madre Occidental.
  • C. Soyaltepec Mazatec
    Soyaltepec Mazatec is a variant of the Mazatecan indigenous language spoken in the region around San Miguel Soyaltepec in Oaxaca, Mexico.
  • D. Northern Tepehuán language
    The Northern Tepehuán language is an indigenous Uto-Aztecan language spoken by the Tepehuán people of northern Mexico, particularly in parts of Durango and neighboring states.
  • E. Huautla Mazatec
    Huautla Mazatec is a variant of the Mazatec language spoken primarily in and around Huautla de Jiménez in Oaxaca, Mexico.
  • 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_69ad8b0e4650819090ad7cef094285e8 completed March 8, 2026, 2:43 p.m.
NER Named-entity recognition batch_69adcb2457f08190a6b94e9895fced2c completed March 8, 2026, 7:16 p.m.
NED1 Entity disambiguation (via context triple) batch_69b4db192db88190b13e605867a70caf completed March 14, 2026, 3:50 a.m.
NEDg Description generation batch_69b4dbbc23f08190a03ef4e4197398a4 completed March 14, 2026, 3:53 a.m.
NED2 Entity disambiguation (via description) batch_69b4dcac6fdc81908998415ffe1aabaa completed March 14, 2026, 3:57 a.m.
Created at: March 8, 2026, 3:34 p.m.