Triple

T18089414
Position Surface form Disambiguated ID Type / Status
Subject Cavite–Laguna Expressway E432925 entity
Predicate operator P179 FINISHED
Object MPCALA Holdings, Inc.
MPCALA Holdings, Inc. is a Philippine infrastructure company responsible for developing, operating, and maintaining major toll expressways in the Cavite–Laguna corridor.
 E1305176 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: MPCALA Holdings, Inc. | Statement: [Cavite–Laguna Expressway, operator, MPCALA Holdings, Inc.]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: MPCALA Holdings, Inc.
Context triple: [Cavite–Laguna Expressway, operator, MPCALA Holdings, Inc.]
  • A. Macauley Company
    Macauley Company was an American publishing house active in the early 20th century, known for issuing works of fiction and literature.
  • B. MCA Inc.
    MCA Inc. was a major American entertainment company best known as a powerful talent agency and later as the parent of Universal Studios.
  • C. The Malpaso Company
    The Malpaso Company is Clint Eastwood’s film production company, known for producing many of his notable movies.
  • D. MTP Group
    MTP Group is a major Polish trade fair and event organizing company based in Poznań, known for hosting large-scale international exhibitions, conferences, and business events.
  • E. MOH Holdings
    MOH Holdings is the holding company for Singapore’s public healthcare institutions, overseeing their strategic development, financing, and infrastructure on behalf of the government.
  • 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: MPCALA Holdings, Inc.
Triple: [Cavite–Laguna Expressway, operator, MPCALA Holdings, Inc.]
Generated description
MPCALA Holdings, Inc. is a Philippine infrastructure company responsible for developing, operating, and maintaining major toll expressways in the Cavite–Laguna corridor.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: MPCALA Holdings, Inc.
Target entity description: MPCALA Holdings, Inc. is a Philippine infrastructure company responsible for developing, operating, and maintaining major toll expressways in the Cavite–Laguna corridor.
  • A. Macauley Company
    Macauley Company was an American publishing house active in the early 20th century, known for issuing works of fiction and literature.
  • B. MCA Inc.
    MCA Inc. was a major American entertainment company best known as a powerful talent agency and later as the parent of Universal Studios.
  • C. The Malpaso Company
    The Malpaso Company is Clint Eastwood’s film production company, known for producing many of his notable movies.
  • D. MTP Group
    MTP Group is a major Polish trade fair and event organizing company based in Poznań, known for hosting large-scale international exhibitions, conferences, and business events.
  • E. MOH Holdings
    MOH Holdings is the holding company for Singapore’s public healthcare institutions, overseeing their strategic development, financing, and infrastructure on behalf of the government.
  • 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_69d8b907d05c819083cc3bd6021089e6 completed April 10, 2026, 8:47 a.m.
NER Named-entity recognition batch_69e4dd16e2148190a63cc981898e8ade completed April 19, 2026, 1:48 p.m.
NED1 Entity disambiguation (via context triple) batch_6a035d9965e481909e02e97620c8be4e completed May 12, 2026, 5:04 p.m.
NEDg Description generation batch_6a0364cc67708190a335c1d48e001c57 completed May 12, 2026, 5:35 p.m.
NED2 Entity disambiguation (via description) batch_6a03652bf2708190b8e044b0ce01fff5 completed May 12, 2026, 5:36 p.m.
Created at: April 10, 2026, 10:27 a.m.