Triple

T1728485
Position Surface form Disambiguated ID Type / Status
Subject Oto-Manguean languages E37554 entity
Predicate hasSubfamily P747 FINISHED
Object 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.
E207096 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: Tlapanecan languages | Statement: [Oto-Manguean languages, hasSubfamily, Tlapanecan languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Tlapanecan languages
Context triple: [Oto-Manguean languages, hasSubfamily, Tlapanecan 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. 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.
  • D. Mixe–Zoquean languages
    The Mixe–Zoquean languages are a small family of indigenous Mesoamerican languages spoken in southern Mexico, often hypothesized to be related to the language of the ancient Olmec civilization.
  • 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: Tlapanecan languages
Triple: [Oto-Manguean languages, hasSubfamily, Tlapanecan languages]
Generated description
Tlapanecan languages are a small subgroup of indigenous Mesoamerican languages spoken primarily in Guerrero, Mexico, and classified within the larger Oto-Manguean language family.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Tlapanecan languages
Target entity description: Tlapanecan languages are a small subgroup of indigenous Mesoamerican languages spoken primarily in Guerrero, Mexico, and classified within the larger Oto-Manguean language family.
  • 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. 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.
  • D. Mixe–Zoquean languages
    The Mixe–Zoquean languages are a small family of indigenous Mesoamerican languages spoken in southern Mexico, often hypothesized to be related to the language of the ancient Olmec civilization.
  • 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_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_69add1b354b08190a776126555880de5 completed March 8, 2026, 7:44 p.m.
NEDg Description generation batch_69add246f1a88190b3e14d1e45f5d433 completed March 8, 2026, 7:47 p.m.
NED2 Entity disambiguation (via description) batch_69add2afe284819083723ccaa2219222 completed March 8, 2026, 7:49 p.m.
Created at: March 4, 2026, 7:30 p.m.