Triple

T1728483
Position Surface form Disambiguated ID Type / Status
Subject Oto-Manguean languages E37554 entity
Predicate hasSubfamily P747 FINISHED
Object Amuzgoan languages
The Amuzgoan languages are an indigenous group of closely related languages spoken by the Amuzgo people of southern Mexico, primarily in the states of Guerrero and Oaxaca.
E37554 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: Amuzgoan languages | Statement: [Oto-Manguean languages, hasSubfamily, Amuzgoan languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Amuzgoan languages
Context triple: [Oto-Manguean languages, hasSubfamily, Amuzgoan languages]
  • A. Nahuan languages
    The Nahuan languages are a branch of the Uto-Aztecan language family that includes Nahuatl and related indigenous languages historically spoken by the Aztecs and other peoples of central Mexico.
  • B. Chocoan languages
    The Chocoan languages are a small family of indigenous languages spoken primarily in western Colombia and eastern Panama, known for including the Emberá and Wounaan languages.
  • C. Malaita–San Cristobal languages
    The Malaita–San Cristobal languages are a subgroup of Oceanic languages spoken primarily on Malaita and Makira (San Cristobal) in the Solomon Islands, known for their shared phonological and grammatical features within the Southeast Solomonic branch.
  • D. 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.
  • E. Oto-Manguean languages
    The Oto-Manguean languages are a large and ancient family of indigenous languages of Mesoamerica, spoken primarily in central and southern Mexico and known for their complex tonal systems and significant cultural history.
  • 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: Amuzgoan languages
Triple: [Oto-Manguean languages, hasSubfamily, Amuzgoan languages]
Generated description
The Amuzgoan languages are an indigenous group of closely related languages spoken by the Amuzgo people of southern Mexico, primarily in the states of Guerrero and Oaxaca.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Amuzgoan languages
Target entity description: The Amuzgoan languages are an indigenous group of closely related languages spoken by the Amuzgo people of southern Mexico, primarily in the states of Guerrero and Oaxaca.
  • A. Nahuan languages
    The Nahuan languages are a branch of the Uto-Aztecan language family that includes Nahuatl and related indigenous languages historically spoken by the Aztecs and other peoples of central Mexico.
  • B. Chocoan languages
    The Chocoan languages are a small family of indigenous languages spoken primarily in western Colombia and eastern Panama, known for including the Emberá and Wounaan languages.
  • C. Malaita–San Cristobal languages
    The Malaita–San Cristobal languages are a subgroup of Oceanic languages spoken primarily on Malaita and Makira (San Cristobal) in the Solomon Islands, known for their shared phonological and grammatical features within the Southeast Solomonic branch.
  • D. 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.
  • E. Oto-Manguean languages chosen
    The Oto-Manguean languages are a large and ancient family of indigenous languages of Mesoamerica, spoken primarily in central and southern Mexico and known for their complex tonal systems and significant cultural history.
  • F. None of above.

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_69adb5c065088190b831c65ae55eed14 completed March 8, 2026, 5:45 p.m.
NEDg Description generation batch_69adb69b142c81909dd8bd40e8e440ad completed March 8, 2026, 5:49 p.m.
NED2 Entity disambiguation (via description) batch_69adb8bac99081908cf126d42c609559 completed March 8, 2026, 5:58 p.m.
Created at: March 4, 2026, 7:30 p.m.