Triple

T12312008
Position Surface form Disambiguated ID Type / Status
Subject Richard MacDuff E293501 entity
Predicate employer P7 FINISHED
Object WayForward Technologies (as a contractor/consultant)
WayForward Technologies is an American video game developer known for creating 2D action and platforming titles, often working as a contractor or consultant for larger publishers and franchises.
 E973585 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: WayForward Technologies (as a contractor/consultant) | Statement: [Richard MacDuff, employer, WayForward Technologies (as a contractor/consultant)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: WayForward Technologies (as a contractor/consultant)
Context triple: [Richard MacDuff, employer, WayForward Technologies (as a contractor/consultant)]
  • A. Waypoint Entertainment
    Waypoint Entertainment is a film and television production company known for backing projects such as the neo-noir action-comedy "The Nice Guys."
  • B. Virtucon
    Virtucon is the fictional multinational conglomerate and front for Dr. Evil’s criminal organization in the Austin Powers film series.
  • C. Arrow Development
    Arrow Development was an American ride engineering and manufacturing company renowned for pioneering modern roller coasters and theme park attractions for clients like Disneyland.
  • D. T-Engineering
    T-Engineering is an engineering firm known for its role in designing major infrastructure projects, including the Yavuz Sultan Selim Bridge in Turkey.
  • E. Tigon Studios
    Tigon Studios is a video game development company best known for creating games based on Vin Diesel’s film properties and characters.
  • 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: WayForward Technologies (as a contractor/consultant)
Triple: [Richard MacDuff, employer, WayForward Technologies (as a contractor/consultant)]
Generated description
WayForward Technologies is an American video game developer known for creating 2D action and platforming titles, often working as a contractor or consultant for larger publishers and franchises.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: WayForward Technologies (as a contractor/consultant)
Target entity description: WayForward Technologies is an American video game developer known for creating 2D action and platforming titles, often working as a contractor or consultant for larger publishers and franchises.
  • A. Waypoint Entertainment
    Waypoint Entertainment is a film and television production company known for backing projects such as the neo-noir action-comedy "The Nice Guys."
  • B. Virtucon
    Virtucon is the fictional multinational conglomerate and front for Dr. Evil’s criminal organization in the Austin Powers film series.
  • C. Arrow Development
    Arrow Development was an American ride engineering and manufacturing company renowned for pioneering modern roller coasters and theme park attractions for clients like Disneyland.
  • D. T-Engineering
    T-Engineering is an engineering firm known for its role in designing major infrastructure projects, including the Yavuz Sultan Selim Bridge in Turkey.
  • E. Tigon Studios
    Tigon Studios is a video game development company best known for creating games based on Vin Diesel’s film properties and characters.
  • 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_69d6ab6a2b50819082f6aedd32ed608a completed April 8, 2026, 7:24 p.m.
NER Named-entity recognition batch_69d93f02c0508190b10c0627cdaaba76 completed April 10, 2026, 6:18 p.m.
NED1 Entity disambiguation (via context triple) batch_69f61e84fa708190854afc6afd425fd7 completed May 2, 2026, 3:55 p.m.
NEDg Description generation batch_69f61f5d746c8190b5b0edfc4832bc6c completed May 2, 2026, 3:59 p.m.
NED2 Entity disambiguation (via description) batch_69f62045b20c819083c755fbe99a9a7f completed May 2, 2026, 4:03 p.m.
Created at: April 8, 2026, 9:53 p.m.