Triple

T2100520
Position Surface form Disambiguated ID Type / Status
Subject Eastern Mexico E37080 entity
Predicate hasLanguage P15 FINISHED
Object Totonac languages
Totonac languages are an indigenous language family of eastern Mexico spoken primarily by the Totonac people in the states of Veracruz, Puebla, and Hidalgo.
 E241837 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: Totonac languages | Statement: [Eastern Mexico, hasLanguage, Totonac languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Totonac languages
Context triple: [Eastern Mexico, hasLanguage, Totonac languages]
  • A. Chinantecan languages
    The Chinantecan languages are a group of closely related indigenous Mesoamerican languages spoken primarily in northern Oaxaca, Mexico, known for their complex tonal systems and rich linguistic diversity.
  • B. Mazatec languages
    The Mazatec languages are a group of closely related indigenous Otomanguean languages spoken primarily by the Mazatec people in the northern region of Oaxaca, Mexico.
  • C. Tlapanecan languages
    Tlapanecan languages are a small subgroup of indigenous Mesoamerican languages spoken primarily in Guerrero, Mexico, and classified within the larger Oto-Manguean language family.
  • D. Mixtec languages
    Mixtec languages are a group of closely related indigenous Oto-Manguean languages of southern Mexico, traditionally spoken by the Mixtec people across Oaxaca, Puebla, and Guerrero.
  • E. Mexican Penutian languages
    Mexican Penutian languages are a proposed subgroup of the Penutian language family consisting of several indigenous languages spoken in parts of 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: Totonac languages
Triple: [Eastern Mexico, hasLanguage, Totonac languages]
Generated description
Totonac languages are an indigenous language family of eastern Mexico spoken primarily by the Totonac people in the states of Veracruz, Puebla, and Hidalgo.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Totonac languages
Target entity description: Totonac languages are an indigenous language family of eastern Mexico spoken primarily by the Totonac people in the states of Veracruz, Puebla, and Hidalgo.
  • A. Chinantecan languages
    The Chinantecan languages are a group of closely related indigenous Mesoamerican languages spoken primarily in northern Oaxaca, Mexico, known for their complex tonal systems and rich linguistic diversity.
  • B. Mazatec languages
    The Mazatec languages are a group of closely related indigenous Otomanguean languages spoken primarily by the Mazatec people in the northern region of Oaxaca, Mexico.
  • C. Tlapanecan languages
    Tlapanecan languages are a small subgroup of indigenous Mesoamerican languages spoken primarily in Guerrero, Mexico, and classified within the larger Oto-Manguean language family.
  • D. Mixtec languages
    Mixtec languages are a group of closely related indigenous Oto-Manguean languages of southern Mexico, traditionally spoken by the Mixtec people across Oaxaca, Puebla, and Guerrero.
  • E. Mexican Penutian languages
    Mexican Penutian languages are a proposed subgroup of the Penutian language family consisting of several indigenous languages spoken in parts of 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_69a8861828948190924aa30c08806b3a completed March 4, 2026, 7:20 p.m.
NER Named-entity recognition batch_69abbabb512c819087b1d5ec8ef11e63 completed March 7, 2026, 5:42 a.m.
NED1 Entity disambiguation (via context triple) batch_69ae5d8bffd0819095629956f9584222 completed March 9, 2026, 5:41 a.m.
NEDg Description generation batch_69ae5e48eefc8190b459278860bb3217 completed March 9, 2026, 5:44 a.m.
NED2 Entity disambiguation (via description) batch_69ae5ec233788190a52dc1a135f7dfb9 completed March 9, 2026, 5:46 a.m.
Created at: March 4, 2026, 7:43 p.m.