Triple

T434099
Position Surface form Disambiguated ID Type / Status
Subject Hiligaynon language E9774 entity
Predicate languageGroup P3349 FINISHED
Object Central Philippine languages
Central Philippine languages are a subgroup of the Austronesian language family spoken primarily in the central and southern Philippines, including major languages such as Tagalog, Bikol, and the Visayan languages.
E25859 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 Philippine languages | Statement: [Hiligaynon language, languageGroup, Central Philippine languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Central Philippine languages
Context triple: [Hiligaynon language, languageGroup, Central Philippine languages]
  • A. 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.
  • B. 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.
  • C. Southern Philippine languages subgroup
    The Southern Philippine languages subgroup is a branch of the Austronesian language family comprising several related languages spoken primarily in the southern regions of the Philippines.
  • D. Philippine–Cordilleran languages
    The Philippine–Cordilleran languages are a major subgroup of the Austronesian language family spoken primarily in the northern Philippines, encompassing numerous indigenous languages of the Cordillera region and surrounding areas.
  • E. 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.
  • 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 Philippine languages
Triple: [Hiligaynon language, languageGroup, Central Philippine languages]
Generated description
Central Philippine languages are a subgroup of the Austronesian language family spoken primarily in the central and southern Philippines, including major languages such as Tagalog, Bikol, and the Visayan languages.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Central Philippine languages
Target entity description: Central Philippine languages are a subgroup of the Austronesian language family spoken primarily in the central and southern Philippines, including major languages such as Tagalog, Bikol, and the Visayan languages.
  • A. Greater Central Philippine languages chosen
    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.
  • B. 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.
  • C. Southern Philippine languages subgroup
    The Southern Philippine languages subgroup is a branch of the Austronesian language family comprising several related languages spoken primarily in the southern regions of the Philippines.
  • D. Philippine–Cordilleran languages
    The Philippine–Cordilleran languages are a major subgroup of the Austronesian language family spoken primarily in the northern Philippines, encompassing numerous indigenous languages of the Cordillera region and surrounding areas.
  • E. 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.
  • 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_69a2e801e1d48190b505d1dd336b52ac completed Feb. 28, 2026, 1:05 p.m.
NER Named-entity recognition batch_69a2ef0a008c8190ae0aa25e4df9c35f completed Feb. 28, 2026, 1:35 p.m.
NED1 Entity disambiguation (via context triple) batch_69a431e541108190b0d7f3f34f7b32c7 completed March 1, 2026, 12:32 p.m.
NEDg Description generation batch_69a4325f970c8190b2c64b39321b6d6f completed March 1, 2026, 12:34 p.m.
NED2 Entity disambiguation (via description) batch_69a433663f608190a09c4e600bf53a57 completed March 1, 2026, 12:39 p.m.
Created at: Feb. 28, 2026, 1:11 p.m.