Triple

T3754885
Position Surface form Disambiguated ID Type / Status
Subject Sambal language E82021 entity
Predicate subgroup P10 FINISHED
Object Central Luzon languages
The Central Luzon languages are a group of closely related Austronesian languages spoken in the Central Luzon region of the Philippines, including major languages such as Kapampangan and Sambal.
E385607 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: Central Luzon languages | Statement: [Sambal language, subgroup, Central Luzon languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Central Luzon languages
Context triple: [Sambal language, subgroup, Central Luzon languages]
  • A. Southern Luzon languages
    The Southern Luzon languages are a subgroup of Philippine Austronesian languages spoken primarily in the southern part of Luzon island in the Philippines, characterized by shared phonological and grammatical features distinct from other Philippine language groups.
  • B. Greater Central Philippine languages
    Greater Central Philippine languages are a major subgroup of the Austronesian language family that includes many of the most widely spoken languages in the central and southern Philippines, such as Tagalog, Bikol, and the Visayan languages.
  • C. Southern Tagalog region
    The Southern Tagalog region is a major area in the Philippines historically encompassing several provinces south of Manila, known for its Tagalog-speaking population, agricultural productivity, and growing urban and industrial centers.
  • D. Central Luzon
    Central Luzon is a major administrative region in the Philippines located on Luzon island, known as the country’s “rice granary” for its extensive agricultural production and strategic economic role.
  • E. Southern Luzon
    Southern Luzon is a major geographical region in the southern part of Luzon Island in the Philippines, encompassing several provinces and serving as home to diverse ethnolinguistic groups and economic centers.
  • 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: Central Luzon languages
Triple: [Sambal language, subgroup, Central Luzon languages]
Generated description
The Central Luzon languages are a group of closely related Austronesian languages spoken in the Central Luzon region of the Philippines, including major languages such as Kapampangan and Sambal.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Central Luzon languages
Target entity description: The Central Luzon languages are a group of closely related Austronesian languages spoken in the Central Luzon region of the Philippines, including major languages such as Kapampangan and Sambal.
  • A. Southern Luzon languages
    The Southern Luzon languages are a subgroup of Philippine Austronesian languages spoken primarily in the southern part of Luzon island in the Philippines, characterized by shared phonological and grammatical features distinct from other Philippine language groups.
  • B. Greater Central Philippine languages
    Greater Central Philippine languages are a major subgroup of the Austronesian language family that includes many of the most widely spoken languages in the central and southern Philippines, such as Tagalog, Bikol, and the Visayan languages.
  • C. Southern Tagalog region
    The Southern Tagalog region is a major area in the Philippines historically encompassing several provinces south of Manila, known for its Tagalog-speaking population, agricultural productivity, and growing urban and industrial centers.
  • D. Central Luzon
    Central Luzon is a major administrative region in the Philippines located on Luzon island, known as the country’s “rice granary” for its extensive agricultural production and strategic economic role.
  • E. Southern Luzon
    Southern Luzon is a major geographical region in the southern part of Luzon Island in the Philippines, encompassing several provinces and serving as home to diverse ethnolinguistic groups and economic centers.
  • 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_69ad8b1db40081908b61ffa6b78afd4d completed March 8, 2026, 2:43 p.m.
NER Named-entity recognition batch_69adcb94ffc08190a7fd1ce71a15f787 completed March 8, 2026, 7:18 p.m.
NED1 Entity disambiguation (via context triple) batch_69b4e50825588190b620950ac1d4f408 completed March 14, 2026, 4:33 a.m.
NEDg Description generation batch_69b4e5cd3b3c8190af6ca28a6772625c completed March 14, 2026, 4:36 a.m.
NED2 Entity disambiguation (via description) batch_69b4e671e02c819094cae2a3a2abb1b4 completed March 14, 2026, 4:39 a.m.
Created at: March 8, 2026, 3:35 p.m.