Triple

T2686486
Position Surface form Disambiguated ID Type / Status
Subject South Cotabato E57495 entity
Predicate hasMunicipality P847 FINISHED
Object Sto. Niño
Sto. Niño is a rural municipality in the province of South Cotabato in the Philippines, known for its agricultural economy and small-town community character.
 E288636 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: Sto. Niño | Statement: [South Cotabato, hasMunicipality, Sto. Niño]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Sto. Niño
Context triple: [South Cotabato, hasMunicipality, Sto. Niño]
  • A. La Niña
    La Niña is the cool phase of the El Niño–Southern Oscillation climate pattern, characterized by unusually cold ocean temperatures in the central and eastern equatorial Pacific and associated shifts in global weather.
  • B. El Niño
    El Niño is a climate pattern characterized by unusually warm sea surface temperatures in the central and eastern tropical Pacific Ocean, which can disrupt weather patterns worldwide.
  • C. Southern Oscillation
    The Southern Oscillation is a large-scale atmospheric pressure pattern across the tropical Pacific that drives the El Niño–Southern Oscillation climate phenomenon and influences global weather and rainfall.
  • D. El Tor
    El Tor is a biotype of the bacterium Vibrio cholerae responsible for the current seventh pandemic of cholera, characterized by greater environmental persistence and often milder disease than the classical biotype.
  • E. Maljamar
    Maljamar is a small unincorporated community in southeastern New Mexico known historically for its oil and gas activity.
  • 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: Sto. Niño
Triple: [South Cotabato, hasMunicipality, Sto. Niño]
Generated description
Sto. Niño is a rural municipality in the province of South Cotabato in the Philippines, known for its agricultural economy and small-town community character.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Sto. Niño
Target entity description: Sto. Niño is a rural municipality in the province of South Cotabato in the Philippines, known for its agricultural economy and small-town community character.
  • A. La Niña
    La Niña is the cool phase of the El Niño–Southern Oscillation climate pattern, characterized by unusually cold ocean temperatures in the central and eastern equatorial Pacific and associated shifts in global weather.
  • B. El Niño
    El Niño is a climate pattern characterized by unusually warm sea surface temperatures in the central and eastern tropical Pacific Ocean, which can disrupt weather patterns worldwide.
  • C. Southern Oscillation
    The Southern Oscillation is a large-scale atmospheric pressure pattern across the tropical Pacific that drives the El Niño–Southern Oscillation climate phenomenon and influences global weather and rainfall.
  • D. El Tor
    El Tor is a biotype of the bacterium Vibrio cholerae responsible for the current seventh pandemic of cholera, characterized by greater environmental persistence and often milder disease than the classical biotype.
  • E. Maljamar
    Maljamar is a small unincorporated community in southeastern New Mexico known historically for its oil and gas activity.
  • 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_69ab4a5028388190a36f3baf1588309e completed March 6, 2026, 9:42 p.m.
NER Named-entity recognition batch_69abd9ef2fe0819082bbe746ca682a7e completed March 7, 2026, 7:55 a.m.
NED1 Entity disambiguation (via context triple) batch_69afa07228088190bb4942b3a25c938b completed March 10, 2026, 4:39 a.m.
NEDg Description generation batch_69afa0ff9c10819096d06ead6dc87d04 completed March 10, 2026, 4:41 a.m.
NED2 Entity disambiguation (via description) batch_69afa1e4ffb08190a6d96665ee566ea7 completed March 10, 2026, 4:45 a.m.
Created at: March 6, 2026, 9:54 p.m.