Triple

T3801253
Position Surface form Disambiguated ID Type / Status
Subject Guatemala Highlands E91692 entity
Predicate hasLanguage P15 FINISHED
Object Mam language
Mam language is a Mayan language spoken primarily by the Mam people in the highland regions of Guatemala and parts of southern Mexico.
E388690 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: Mam language | Statement: [Guatemala Highlands, hasLanguage, Mam language]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Mam language
Context triple: [Guatemala Highlands, hasLanguage, Mam language]
  • A. Mamulique language
    The Mamulique language is an extinct and poorly documented indigenous language once spoken in northeastern Mexico, generally classified within the Coahuiltecan group.
  • B. Mambae language
    The Mambae language is an Austronesian language spoken primarily in East Timor, notable for its role in local identity and traditional culture.
  • C. Mamfe languages
    The Mamfe languages are a small group of closely related Niger-Congo languages spoken primarily in the Mamfe region of southwestern Cameroon.
  • D. Mampruli language
    Mampruli is a Gur language spoken primarily by the Mamprusi people in northern Ghana and parts of neighboring West African countries.
  • E. Mon language
    Mon language is an Austroasiatic language historically spoken in parts of Myanmar and Thailand, notable for its ancient literary tradition and influence on regional scripts and cultures.
  • 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: Mam language
Triple: [Guatemala Highlands, hasLanguage, Mam language]
Generated description
Mam language is a Mayan language spoken primarily by the Mam people in the highland regions of Guatemala and parts of southern Mexico.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Mam language
Target entity description: Mam language is a Mayan language spoken primarily by the Mam people in the highland regions of Guatemala and parts of southern Mexico.
  • A. Mamulique language
    The Mamulique language is an extinct and poorly documented indigenous language once spoken in northeastern Mexico, generally classified within the Coahuiltecan group.
  • B. Mambae language
    The Mambae language is an Austronesian language spoken primarily in East Timor, notable for its role in local identity and traditional culture.
  • C. Mamfe languages
    The Mamfe languages are a small group of closely related Niger-Congo languages spoken primarily in the Mamfe region of southwestern Cameroon.
  • D. Mampruli language
    Mampruli is a Gur language spoken primarily by the Mamprusi people in northern Ghana and parts of neighboring West African countries.
  • E. Mon language
    Mon language is an Austroasiatic language historically spoken in parts of Myanmar and Thailand, notable for its ancient literary tradition and influence on regional scripts and cultures.
  • 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_69aed96354f48190a768966d6bd19b04 completed March 9, 2026, 2:29 p.m.
NER Named-entity recognition batch_69aee7b82c0c81909519c3988b108d8b completed March 9, 2026, 3:31 p.m.
NED1 Entity disambiguation (via context triple) batch_69b4f066e30481909e5baa630f3539e4 completed March 14, 2026, 5:21 a.m.
NEDg Description generation batch_69b4f21d7410819084b521a7c4a4b151 completed March 14, 2026, 5:29 a.m.
NED2 Entity disambiguation (via description) batch_69b4f275d18c81909e93a6ff11fa66b4 completed March 14, 2026, 5:30 a.m.
Created at: March 9, 2026, 3:15 p.m.