Triple

T7202987
Position Surface form Disambiguated ID Type / Status
Subject North Luzon Expressway E148593 entity
Predicate passesThrough P225 FINISHED
Object Guiguinto, Bulacan
Guiguinto, Bulacan is a rapidly urbanizing municipality in the province of Bulacan, Philippines, known for its strategic location near Metro Manila and growing residential and commercial developments.
E651672 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: Guiguinto, Bulacan | Statement: [North Luzon Expressway, passesThrough, Guiguinto, Bulacan]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Guiguinto, Bulacan
Context triple: [North Luzon Expressway, passesThrough, Guiguinto, Bulacan]
  • A. Balagtas, Bulacan
    Balagtas, Bulacan is a municipality in the province of Bulacan in the Philippines, known for its historical significance and growing suburban communities near Metro Manila.
  • B. San Simon, Pampanga
    San Simon, Pampanga is a municipality in the province of Pampanga in the Philippines, known for its agricultural economy and strategic location along major transport routes in Central Luzon.
  • C. Pandi, Bulacan
    Pandi, Bulacan is a landlocked municipality in the province of Bulacan in the Philippines, known primarily as a rapidly urbanizing residential and agricultural community in Central Luzon.
  • D. Morong, Bataan
    Morong, Bataan is a coastal municipality in the province of Bataan in the Philippines, known for its beaches, eco-tourism sites, and the Subic Bay Freeport Zone nearby.
  • E. Agoncillo, Batangas
    Agoncillo, Batangas is a lakeside municipality in the Philippines known for its scenic views of Taal Lake and proximity to the Taal Volcano.
  • 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: Guiguinto, Bulacan
Triple: [North Luzon Expressway, passesThrough, Guiguinto, Bulacan]
Generated description
Guiguinto, Bulacan is a rapidly urbanizing municipality in the province of Bulacan, Philippines, known for its strategic location near Metro Manila and growing residential and commercial developments.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Guiguinto, Bulacan
Target entity description: Guiguinto, Bulacan is a rapidly urbanizing municipality in the province of Bulacan, Philippines, known for its strategic location near Metro Manila and growing residential and commercial developments.
  • A. Balagtas, Bulacan
    Balagtas, Bulacan is a municipality in the province of Bulacan in the Philippines, known for its historical significance and growing suburban communities near Metro Manila.
  • B. San Simon, Pampanga
    San Simon, Pampanga is a municipality in the province of Pampanga in the Philippines, known for its agricultural economy and strategic location along major transport routes in Central Luzon.
  • C. Pandi, Bulacan
    Pandi, Bulacan is a landlocked municipality in the province of Bulacan in the Philippines, known primarily as a rapidly urbanizing residential and agricultural community in Central Luzon.
  • D. Morong, Bataan
    Morong, Bataan is a coastal municipality in the province of Bataan in the Philippines, known for its beaches, eco-tourism sites, and the Subic Bay Freeport Zone nearby.
  • E. Agoncillo, Batangas
    Agoncillo, Batangas is a lakeside municipality in the Philippines known for its scenic views of Taal Lake and proximity to the Taal Volcano.
  • 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_69c687e8cf188190b5f3ecffd681f04e completed March 27, 2026, 1:36 p.m.
NER Named-entity recognition batch_69c6e94a9ee4819086de79fcdfa1836a completed March 27, 2026, 8:32 p.m.
NED1 Entity disambiguation (via context triple) batch_69c7d37f67bc8190bc11ab16f7cbe909 completed March 28, 2026, 1:11 p.m.
NEDg Description generation batch_69c7d482aac48190b80e394854977c3a completed March 28, 2026, 1:15 p.m.
NED2 Entity disambiguation (via description) batch_69c7d5137efc81908745cca73b112f0c completed March 28, 2026, 1:18 p.m.
Created at: March 27, 2026, 2:52 p.m.