Triple

T1728502
Position Surface form Disambiguated ID Type / Status
Subject Oto-Manguean languages E37554 entity
Predicate hasMemberLanguage P7390 FINISHED
Object Chocho
Chocho is an indigenous Oto-Manguean language spoken in Oaxaca, Mexico, known for its complex tonal system and endangered status.
 E195262 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: Chocho | Statement: [Oto-Manguean languages, hasMemberLanguage, Chocho]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Chocho
Context triple: [Oto-Manguean languages, hasMemberLanguage, Chocho]
  • A. Michu
    Michu is a retired Spanish attacking midfielder and forward best known for his prolific 2012–13 season with Swansea City in the English Premier League.
  • B. Chappy
    Chappy is the informal nickname for Chappaquiddick Island, a small island off the eastern end of Martha’s Vineyard in Massachusetts.
  • C. Chuch’e
    Chuch’e is an alternative spelling of Juche, the North Korean state ideology centered on political self-reliance and national independence.
  • D. Tchi-tchi
    "Tchi-tchi" is a popular song performed by French singer and actor Tino Rossi, known for his romantic and melodic style.
  • E. Quatchi
    Quatchi is a sasquatch character who served as one of the official mascots of the 2010 Winter Olympics in Vancouver.
  • 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: Chocho
Triple: [Oto-Manguean languages, hasMemberLanguage, Chocho]
Generated description
Chocho is an indigenous Oto-Manguean language spoken in Oaxaca, Mexico, known for its complex tonal system and endangered status.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Chocho
Target entity description: Chocho is an indigenous Oto-Manguean language spoken in Oaxaca, Mexico, known for its complex tonal system and endangered status.
  • A. Michu
    Michu is a retired Spanish attacking midfielder and forward best known for his prolific 2012–13 season with Swansea City in the English Premier League.
  • B. Chappy
    Chappy is the informal nickname for Chappaquiddick Island, a small island off the eastern end of Martha’s Vineyard in Massachusetts.
  • C. Chuch’e
    Chuch’e is an alternative spelling of Juche, the North Korean state ideology centered on political self-reliance and national independence.
  • D. Tchi-tchi
    "Tchi-tchi" is a popular song performed by French singer and actor Tino Rossi, known for his romantic and melodic style.
  • E. Quatchi
    Quatchi is a sasquatch character who served as one of the official mascots of the 2010 Winter Olympics in Vancouver.
  • 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_69ad8af6b034819087f6d168b9f5249a completed March 8, 2026, 2:43 p.m.
NEDg Description generation batch_69ad979ce880819089daecbc8455ec84 completed March 8, 2026, 3:37 p.m.
NED2 Entity disambiguation (via description) batch_69ad9ba92a848190918a8748fb65348a completed March 8, 2026, 3:54 p.m.
Created at: March 4, 2026, 7:30 p.m.