Triple

T21500256
Position Surface form Disambiguated ID Type / Status
Subject Boruca language E530455 entity
Predicate subfamily P4180 FINISHED
Object Boruca–Talamanca branch
The Boruca–Talamanca branch is a subgroup of the Chibchan language family that comprises several indigenous languages historically spoken in southern Costa Rica and western Panama.
 E1487745 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: Boruca–Talamanca branch | Statement: [Boruca language, subfamily, Boruca–Talamanca branch]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Boruca–Talamanca branch
Context triple: [Boruca language, subfamily, Boruca–Talamanca branch]
  • A. Cahitan–Opata branch
    The Cahitan–Opata branch is a subgroup of the Uto-Aztecan language family that includes closely related indigenous languages such as Opata and Cahitan, historically spoken in northern Mexico.
  • B. Boaco
    Boaco is a city in central Nicaragua that serves as an administrative and commercial hub for the surrounding agricultural region.
  • C. Eje 10 Sur
    Eje 10 Sur is a major east–west thoroughfare in Mexico City that runs through several southern neighborhoods and connects important residential and university areas.
  • D. Caparrapí
    Caparrapí is a municipality in central Colombia known for its rural character and location within the Andean region of the Cundinamarca Department.
  • E. Cobán
    Cobán is a city in central Guatemala known for its cool highland climate, coffee production, and proximity to natural attractions like Semuc Champey.
  • 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: Boruca–Talamanca branch
Triple: [Boruca language, subfamily, Boruca–Talamanca branch]
Generated description
The Boruca–Talamanca branch is a subgroup of the Chibchan language family that comprises several indigenous languages historically spoken in southern Costa Rica and western Panama.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Boruca–Talamanca branch
Target entity description: The Boruca–Talamanca branch is a subgroup of the Chibchan language family that comprises several indigenous languages historically spoken in southern Costa Rica and western Panama.
  • A. Cahitan–Opata branch
    The Cahitan–Opata branch is a subgroup of the Uto-Aztecan language family that includes closely related indigenous languages such as Opata and Cahitan, historically spoken in northern Mexico.
  • B. Boaco
    Boaco is a city in central Nicaragua that serves as an administrative and commercial hub for the surrounding agricultural region.
  • C. Eje 10 Sur
    Eje 10 Sur is a major east–west thoroughfare in Mexico City that runs through several southern neighborhoods and connects important residential and university areas.
  • D. Caparrapí
    Caparrapí is a municipality in central Colombia known for its rural character and location within the Andean region of the Cundinamarca Department.
  • E. Cobán
    Cobán is a city in central Guatemala known for its cool highland climate, coffee production, and proximity to natural attractions like Semuc Champey.
  • 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_69e0c45bd15481909fba5910765cdda2 completed April 16, 2026, 11:13 a.m.
NER Named-entity recognition batch_69e9ea5ae154819090299773b373b921 completed April 23, 2026, 9:46 a.m.
NED1 Entity disambiguation (via context triple) batch_6a09e13d6bc88190a55f46c68c9c55c2 completed May 17, 2026, 3:39 p.m.
NEDg Description generation batch_6a09e1fc4f7881909e198768cdb43747 completed May 17, 2026, 3:42 p.m.
NED2 Entity disambiguation (via description) batch_6a09e2c86858819092216c12d8aa3348 completed May 17, 2026, 3:46 p.m.
Created at: April 16, 2026, 6:24 p.m.