Triple

T4029542
Position Surface form Disambiguated ID Type / Status
Subject Ianto Jones E83672 entity
Predicate associatedEpisode P53537 FINISHED
Object Cyberwoman
Cyberwoman is a Torchwood episode centered on a horrific experiment that leaves Ianto Jones’s girlfriend partially converted into a Cyberman, forcing the team into a deadly moral crisis.
E409538 NE FINISHED

How this triple was built (5 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: Cyberwoman | Statement: [Ianto Jones, associatedEpisode, Cyberwoman]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Cyberwoman
Context triple: [Ianto Jones, associatedEpisode, Cyberwoman]
  • A. Cyber-Shades
    Cyber-Shades are a variant of the Cybermen in Doctor Who, characterized by their bestial, hound-like form used for tracking and capturing victims.
  • B. Cyber Pearl
    Cyber Pearl is a prominent commercial office complex in Hyderabad’s HITEC City, known for housing numerous IT and technology companies.
  • C. Cyber-King
    The Cyber-King is a colossal, weaponized Cyberman war machine and mobile fortress featured in Doctor Who, serving as a devastating manifestation of Cyberman power.
  • D. Cyber City
    Cyber City is a major corporate and IT hub in Gurugram, India, known for its high-rise offices, multinational company campuses, and modern commercial infrastructure.
  • E. Cyber Rodeo
    Cyber Rodeo was a large-scale launch celebration and public event hosted by Tesla to mark the opening of its Gigafactory Texas near Austin.
  • 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: Cyberwoman
Triple: [Ianto Jones, associatedEpisode, Cyberwoman]
Generated description
Cyberwoman is a Torchwood episode centered on a horrific experiment that leaves Ianto Jones’s girlfriend partially converted into a Cyberman, forcing the team into a deadly moral crisis.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Cyberwoman
Target entity description: Cyberwoman is a Torchwood episode centered on a horrific experiment that leaves Ianto Jones’s girlfriend partially converted into a Cyberman, forcing the team into a deadly moral crisis.
  • A. Cyber-Shades
    Cyber-Shades are a variant of the Cybermen in Doctor Who, characterized by their bestial, hound-like form used for tracking and capturing victims.
  • B. Cyber Pearl
    Cyber Pearl is a prominent commercial office complex in Hyderabad’s HITEC City, known for housing numerous IT and technology companies.
  • C. Cyber-King
    The Cyber-King is a colossal, weaponized Cyberman war machine and mobile fortress featured in Doctor Who, serving as a devastating manifestation of Cyberman power.
  • D. Cyber City
    Cyber City is a major corporate and IT hub in Gurugram, India, known for its high-rise offices, multinational company campuses, and modern commercial infrastructure.
  • E. Cyber Rodeo
    Cyber Rodeo was a large-scale launch celebration and public event hosted by Tesla to mark the opening of its Gigafactory Texas near Austin.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: associatedEpisode
Context triple: [Ianto Jones, associatedEpisode, Cyberwoman]
  • A. associatedWithEpisodeType
    Indicates that something has a connection or linkage to a particular type or category of episode.
  • B. directedEpisodeOf
    Indicates that a person served as the director for a specific episode of a television or web series.
  • C. hasEpisode
    Indicates that something, typically a series or program, includes a specific episode as one of its constituent parts.
  • D. followsEpisode
    Indicates that one episode occurs directly after another in a sequence or series.
  • E. episodeNumberInSeries
    Indicates the specific sequential position an episode occupies within its overall series.
  • F. None of above. chosen

Provenance (7 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_69aed92e29ac819080f7a98b594fec05 completed March 9, 2026, 2:29 p.m.
NER Named-entity recognition batch_69aefaf1d8208190951a20ad7e5ab7bc completed March 9, 2026, 4:53 p.m.
NED1 Entity disambiguation (via context triple) batch_69b556358f148190be7008092d0023af completed March 14, 2026, 12:36 p.m.
NEDg Description generation batch_69b55a5b292481908723530461bad562 completed March 14, 2026, 12:53 p.m.
NED2 Entity disambiguation (via description) batch_69b55ae09ac48190a014aaf5b309e029 completed March 14, 2026, 12:56 p.m.
PD Predicate disambiguation batch_69aef8fe440c819093a7fa22c4ff3f1a completed March 9, 2026, 4:44 p.m.
PDg Predicate description generation batch_69aefa815f2c8190818c9ffd9d1bf478 completed March 9, 2026, 4:51 p.m.
Created at: March 9, 2026, 3:36 p.m.