Triple

T7619198
Position Surface form Disambiguated ID Type / Status
Subject Freeman Fox & Partners E172443 entity
Predicate successor P78 FINISHED
Object Hyder Consulting
Hyder Consulting was a multinational engineering, design, and advisory firm known for its work on major infrastructure and construction projects worldwide.
E676388 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: Hyder Consulting | Statement: [Freeman Fox & Partners, successor, Hyder Consulting]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Hyder Consulting
Context triple: [Freeman Fox & Partners, successor, Hyder Consulting]
  • A. Archgroup Consultants
    Archgroup Consultants is an architectural firm known for designing major high-rise and hospitality projects in Dubai, including landmark luxury hotels.
  • B. Doxiadis Associates
    Doxiadis Associates was an influential Greek architectural and urban planning firm founded by Constantinos A. Doxiadis, known for its large-scale planning projects and the development of the theory of Ekistics.
  • C. Leverage Consulting & Associates
    Leverage Consulting & Associates is a fictional private consulting and problem-solving firm featured in the TV series "Leverage," known for orchestrating elaborate cons to help clients against corrupt individuals and organizations.
  • D. Omrania and Associates
    Omrania and Associates is a Saudi-based architectural and engineering firm known for designing prominent modern landmarks and large-scale urban projects in the Middle East.
  • E. Parish-Hadley Associates
    Parish-Hadley Associates was a highly influential American interior design firm renowned for shaping 20th-century high-society and traditional interior aesthetics.
  • 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: Hyder Consulting
Triple: [Freeman Fox & Partners, successor, Hyder Consulting]
Generated description
Hyder Consulting was a multinational engineering, design, and advisory firm known for its work on major infrastructure and construction projects worldwide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Hyder Consulting
Target entity description: Hyder Consulting was a multinational engineering, design, and advisory firm known for its work on major infrastructure and construction projects worldwide.
  • A. Archgroup Consultants
    Archgroup Consultants is an architectural firm known for designing major high-rise and hospitality projects in Dubai, including landmark luxury hotels.
  • B. Doxiadis Associates
    Doxiadis Associates was an influential Greek architectural and urban planning firm founded by Constantinos A. Doxiadis, known for its large-scale planning projects and the development of the theory of Ekistics.
  • C. Leverage Consulting & Associates
    Leverage Consulting & Associates is a fictional private consulting and problem-solving firm featured in the TV series "Leverage," known for orchestrating elaborate cons to help clients against corrupt individuals and organizations.
  • D. Omrania and Associates
    Omrania and Associates is a Saudi-based architectural and engineering firm known for designing prominent modern landmarks and large-scale urban projects in the Middle East.
  • E. Parish-Hadley Associates
    Parish-Hadley Associates was a highly influential American interior design firm renowned for shaping 20th-century high-society and traditional interior aesthetics.
  • 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_69c699506b308190826894dab1d9ea86 completed March 27, 2026, 2:50 p.m.
NER Named-entity recognition batch_69c6fa6148a88190be5150313fe23e7b completed March 27, 2026, 9:45 p.m.
NED1 Entity disambiguation (via context triple) batch_69c86874d5e48190a07c48f667fb8f6e completed March 28, 2026, 11:47 p.m.
NEDg Description generation batch_69c868d21b688190ba2f6ad849f4bde5 completed March 28, 2026, 11:48 p.m.
NED2 Entity disambiguation (via description) batch_69c869d14ae08190b2742af3878333e6 completed March 28, 2026, 11:52 p.m.
Created at: March 27, 2026, 3:55 p.m.