Triple

T1728500
Position Surface form Disambiguated ID Type / Status
Subject Oto-Manguean languages E37554 entity
Predicate hasMemberLanguage P7390 FINISHED
Object Cuicatec
Cuicatec is an indigenous Mesoamerican language spoken in Oaxaca, Mexico, belonging to the Oto-Manguean language family and known for its complex tonal system.
 E237040 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: Cuicatec | Statement: [Oto-Manguean languages, hasMemberLanguage, Cuicatec]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Cuicatec
Context triple: [Oto-Manguean languages, hasMemberLanguage, Cuicatec]
  • A. Mazahua
    Mazahua is an indigenous Oto-Manguean language spoken by the Mazahua people of central Mexico, particularly in the State of Mexico and surrounding areas.
  • B. Huastec
    Huastec is a Mayan language spoken by the Huastec people primarily in northeastern Mexico, especially in parts of Veracruz and neighboring states.
  • C. Mazatec
    Mazatec is an indigenous Oto-Manguean language (or group of closely related languages) spoken primarily by the Mazatec people in the Mexican states of Oaxaca, Puebla, and Veracruz.
  • D. Ixcatec
    Ixcatec is an indigenous Oto-Manguean language of Mexico spoken by a very small and endangered community in Oaxaca.
  • E. Popoloca
    Popoloca is an indigenous language of central Mexico belonging to the Oto-Manguean family and spoken by the Popoloca people of Puebla.
  • 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: Cuicatec
Triple: [Oto-Manguean languages, hasMemberLanguage, Cuicatec]
Generated description
Cuicatec is an indigenous Mesoamerican language spoken in Oaxaca, Mexico, belonging to the Oto-Manguean language family and known for its complex tonal system.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Cuicatec
Target entity description: Cuicatec is an indigenous Mesoamerican language spoken in Oaxaca, Mexico, belonging to the Oto-Manguean language family and known for its complex tonal system.
  • A. Mazahua
    Mazahua is an indigenous Oto-Manguean language spoken by the Mazahua people of central Mexico, particularly in the State of Mexico and surrounding areas.
  • B. Huastec
    Huastec is a Mayan language spoken by the Huastec people primarily in northeastern Mexico, especially in parts of Veracruz and neighboring states.
  • C. Mazatec
    Mazatec is an indigenous Oto-Manguean language (or group of closely related languages) spoken primarily by the Mazatec people in the Mexican states of Oaxaca, Puebla, and Veracruz.
  • D. Ixcatec
    Ixcatec is an indigenous Oto-Manguean language of Mexico spoken by a very small and endangered community in Oaxaca.
  • E. Popoloca
    Popoloca is an indigenous language of central Mexico belonging to the Oto-Manguean family and spoken by the Popoloca people of Puebla.
  • 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_69a8861acab88190bb43cde203429399 completed March 4, 2026, 7:20 p.m.
NER Named-entity recognition batch_69aa637da7048190a06f2eec6cb87f70 completed March 6, 2026, 5:17 a.m.
NED1 Entity disambiguation (via context triple) batch_69ae516742dc81909915c49b12645c26 completed March 9, 2026, 4:49 a.m.
NEDg Description generation batch_69ae524946f881908452e7f414962e70 completed March 9, 2026, 4:53 a.m.
NED2 Entity disambiguation (via description) batch_69ae529f2e508190b7483b70c9dbf9f9 completed March 9, 2026, 4:54 a.m.
Created at: March 4, 2026, 7:30 p.m.