Triple

T18002709
Position Surface form Disambiguated ID Type / Status
Subject STAR Tollway E430666 entity
Predicate servesCity P82 FINISHED
Object Malvar, Batangas
Malvar, Batangas is a municipality in the province of Batangas in the Philippines, known for its growing industrial zones and proximity to major transport routes in Southern Luzon.
E1301424 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: Malvar, Batangas | Statement: [STAR Tollway, servesCity, Malvar, Batangas]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Malvar, Batangas
Context triple: [STAR Tollway, servesCity, Malvar, Batangas]
  • A. Santa Ana, Pampanga
    Santa Ana, Pampanga is a landlocked agricultural municipality in the province of Pampanga, Philippines, known for its rural communities and proximity to the Candaba wetlands.
  • B. 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.
  • C. Hermosa, Bataan
    Hermosa, Bataan is a municipality in the province of Bataan in the Philippines, known for its strategic location as a gateway between Central Luzon and the Subic–Clark growth corridor.
  • D. Balanga, Bataan
    Balanga, Bataan is a component city in the province of Bataan in the Philippines, serving as its capital and a center for commerce, education, and local government.
  • E. Lipa, Batangas
    Lipa, Batangas is a highly urbanized city in the province of Batangas in the Philippines, known as a commercial, educational, and religious center in the Calabarzon region.
  • 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: Malvar, Batangas
Triple: [STAR Tollway, servesCity, Malvar, Batangas]
Generated description
Malvar, Batangas is a municipality in the province of Batangas in the Philippines, known for its growing industrial zones and proximity to major transport routes in Southern Luzon.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Malvar, Batangas
Target entity description: Malvar, Batangas is a municipality in the province of Batangas in the Philippines, known for its growing industrial zones and proximity to major transport routes in Southern Luzon.
  • A. Santa Ana, Pampanga
    Santa Ana, Pampanga is a landlocked agricultural municipality in the province of Pampanga, Philippines, known for its rural communities and proximity to the Candaba wetlands.
  • B. 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.
  • C. Hermosa, Bataan
    Hermosa, Bataan is a municipality in the province of Bataan in the Philippines, known for its strategic location as a gateway between Central Luzon and the Subic–Clark growth corridor.
  • D. Balanga, Bataan
    Balanga, Bataan is a component city in the province of Bataan in the Philippines, serving as its capital and a center for commerce, education, and local government.
  • E. Lipa, Batangas
    Lipa, Batangas is a highly urbanized city in the province of Batangas in the Philippines, known as a commercial, educational, and religious center in the Calabarzon region.
  • 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_69d8b904530081908bf341d842464856 completed April 10, 2026, 8:47 a.m.
NER Named-entity recognition batch_69e4b3ea60608190b977644e946407b7 completed April 19, 2026, 10:52 a.m.
NED1 Entity disambiguation (via context triple) batch_6a03431b4b6c8190836e7856a93d485c completed May 12, 2026, 3:11 p.m.
NEDg Description generation batch_6a03447c0530819082d554592eec03ca completed May 12, 2026, 3:17 p.m.
NED2 Entity disambiguation (via description) batch_6a034552e424819087b23bcf3f688523 completed May 12, 2026, 3:20 p.m.
Created at: April 10, 2026, 10:23 a.m.