Triple

T12823148
Position Surface form Disambiguated ID Type / Status
Subject Central Plaza E306581 entity
Predicate architect P184 FINISHED
Object Dennis Lau & Ng Chun Man Architects & Engineers
Dennis Lau & Ng Chun Man Architects & Engineers is a prominent Hong Kong-based architectural and engineering firm known for designing major commercial skyscrapers and landmark developments in the region.
E1004388 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: Dennis Lau & Ng Chun Man Architects & Engineers | Statement: [Central Plaza, architect, Dennis Lau & Ng Chun Man Architects & Engineers]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Dennis Lau & Ng Chun Man Architects & Engineers
Context triple: [Central Plaza, architect, Dennis Lau & Ng Chun Man Architects & Engineers]
  • A. Fong & Chan Architects
    Fong & Chan Architects is a San Francisco–based architecture firm best known for serving as architect of record for the landmark de Young Museum in Golden Gate Park.
  • B. I. M. Pei & Associates
    I. M. Pei & Associates was the architectural firm established by renowned modernist architect I. M. Pei, known for its influential contemporary building designs.
  • C. Heneghan Peng Architects
    Heneghan Peng Architects is an international architecture practice known for its contemporary, context-sensitive cultural and civic projects, including major museums and public buildings.
  • D. Stanley M. Takac Architects
    Stanley M. Takac Architects is an architectural firm known for designing large public and sports facilities, including major arenas in Ontario, Canada.
  • E. Brown and Storey Architects
    Brown and Storey Architects is a Canadian architectural firm known for innovative urban design projects in Toronto, including prominent public spaces.
  • 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: Dennis Lau & Ng Chun Man Architects & Engineers
Triple: [Central Plaza, architect, Dennis Lau & Ng Chun Man Architects & Engineers]
Generated description
Dennis Lau & Ng Chun Man Architects & Engineers is a prominent Hong Kong-based architectural and engineering firm known for designing major commercial skyscrapers and landmark developments in the region.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Dennis Lau & Ng Chun Man Architects & Engineers
Target entity description: Dennis Lau & Ng Chun Man Architects & Engineers is a prominent Hong Kong-based architectural and engineering firm known for designing major commercial skyscrapers and landmark developments in the region.
  • A. Fong & Chan Architects
    Fong & Chan Architects is a San Francisco–based architecture firm best known for serving as architect of record for the landmark de Young Museum in Golden Gate Park.
  • B. I. M. Pei & Associates
    I. M. Pei & Associates was the architectural firm established by renowned modernist architect I. M. Pei, known for its influential contemporary building designs.
  • C. Heneghan Peng Architects
    Heneghan Peng Architects is an international architecture practice known for its contemporary, context-sensitive cultural and civic projects, including major museums and public buildings.
  • D. Stanley M. Takac Architects
    Stanley M. Takac Architects is an architectural firm known for designing large public and sports facilities, including major arenas in Ontario, Canada.
  • E. Brown and Storey Architects
    Brown and Storey Architects is a Canadian architectural firm known for innovative urban design projects in Toronto, including prominent public spaces.
  • 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_69d7bdf46c448190b1faa55aaacb6317 completed April 9, 2026, 2:55 p.m.
NER Named-entity recognition batch_69d96e9fcc8c8190a926ab0481d28f14 completed April 10, 2026, 9:41 p.m.
NED1 Entity disambiguation (via context triple) batch_69f68ed337248190a007fe18c6379910 completed May 2, 2026, 11:54 p.m.
NEDg Description generation batch_69f691341d0081909ca3b281ee64b42b completed May 3, 2026, 12:05 a.m.
NED2 Entity disambiguation (via description) batch_69f692361c3c81909078a19be1a86231 completed May 3, 2026, 12:09 a.m.
Created at: April 9, 2026, 5:32 p.m.