Triple

T4572347
Position Surface form Disambiguated ID Type / Status
Subject Toshiko Sato E123059 entity
Predicate deathSceneIn P34448 FINISHED
Object Torchwood episode "Exit Wounds"
"Exit Wounds" is the climactic second-series finale of the British sci-fi drama Torchwood, notable for its dark tone, major character deaths, and the return of Captain Jack Harkness’s brother Gray as the central antagonist.
E454553 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: Torchwood episode "Exit Wounds" | Statement: [Toshiko Sato, deathSceneIn, Torchwood episode "Exit Wounds"]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Torchwood episode "Exit Wounds"
Context triple: [Toshiko Sato, deathSceneIn, Torchwood episode "Exit Wounds"]
  • A. Torchwood episode "Everything Changes"
    "Everything Changes" is the pilot episode of the British science fiction series Torchwood, introducing the covert alien-hunting team and their world beneath the streets of Cardiff.
  • B. Torchwood
    Torchwood is a British science fiction television series that follows a secret organization investigating extraterrestrial and supernatural phenomena in the same universe as Doctor Who.
  • C. Doctor Who episode "Hell Bent"
    "Hell Bent" is a climactic episode of Doctor Who’s ninth series in which the Twelfth Doctor returns to Gallifrey, confronts the Time Lords, and goes to extreme lengths to save Clara Oswald, featuring iconic foes such as the Weeping Angels.
  • D. Doctor Who episode "Village of the Angels"
    "Village of the Angels" is a 2021 episode of the British sci-fi series Doctor Who that features the terrifying Weeping Angels in a suspenseful, horror-tinged storyline.
  • E. Doctor Who episode "Flesh and Stone"
    "Flesh and Stone" is a 2010 episode of the British science fiction series Doctor Who, featuring the Eleventh Doctor and Amy Pond as they confront the terrifying Weeping Angels in a crashed starship’s maze-like forest.
  • 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: Torchwood episode "Exit Wounds"
Triple: [Toshiko Sato, deathSceneIn, Torchwood episode "Exit Wounds"]
Generated description
"Exit Wounds" is the climactic second-series finale of the British sci-fi drama Torchwood, notable for its dark tone, major character deaths, and the return of Captain Jack Harkness’s brother Gray as the central antagonist.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Torchwood episode "Exit Wounds"
Target entity description: "Exit Wounds" is the climactic second-series finale of the British sci-fi drama Torchwood, notable for its dark tone, major character deaths, and the return of Captain Jack Harkness’s brother Gray as the central antagonist.
  • A. Torchwood episode "Everything Changes"
    "Everything Changes" is the pilot episode of the British science fiction series Torchwood, introducing the covert alien-hunting team and their world beneath the streets of Cardiff.
  • B. Torchwood
    Torchwood is a British science fiction television series that follows a secret organization investigating extraterrestrial and supernatural phenomena in the same universe as Doctor Who.
  • C. Doctor Who episode "Hell Bent"
    "Hell Bent" is a climactic episode of Doctor Who’s ninth series in which the Twelfth Doctor returns to Gallifrey, confronts the Time Lords, and goes to extreme lengths to save Clara Oswald, featuring iconic foes such as the Weeping Angels.
  • D. Doctor Who episode "Village of the Angels"
    "Village of the Angels" is a 2021 episode of the British sci-fi series Doctor Who that features the terrifying Weeping Angels in a suspenseful, horror-tinged storyline.
  • E. Doctor Who episode "Flesh and Stone"
    "Flesh and Stone" is a 2010 episode of the British science fiction series Doctor Who, featuring the Eleventh Doctor and Amy Pond as they confront the terrifying Weeping Angels in a crashed starship’s maze-like forest.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: deathSceneIn
Context triple: [Toshiko Sato, deathSceneIn, Torchwood episode "Exit Wounds"]
  • A. deathSceneWork chosen
    Indicates that a creative work features or depicts the scene in which a character dies.
  • B. deathBy
    Indicates a relationship where one entity’s death is caused by another entity, event, or factor.
  • C. deathDescribedIn
    Indicates that a person's death is documented, narrated, or otherwise detailed within a particular source or description.
  • D. deathDescribedAs
    Indicates that one entity characterizes, portrays, or refers to another entity’s death using a particular description, metaphor, or wording.
  • E. deathApprox
    Indicates that an entity’s death occurred at an approximate, rather than exact, time or date.
  • F. None of above.

Provenance (6 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_69bd46466c7081909d07f36be2d08804 completed March 20, 2026, 1:06 p.m.
NER Named-entity recognition batch_69bd58c711408190a2b096daf57e6eac completed March 20, 2026, 2:25 p.m.
NED1 Entity disambiguation (via context triple) batch_69bde08756548190bb8433854c3efe01 completed March 21, 2026, 12:04 a.m.
NEDg Description generation batch_69bde129ec748190af03e37c8d47ab3c completed March 21, 2026, 12:07 a.m.
NED2 Entity disambiguation (via description) batch_69bde1c01e7081909eb968b5603ee2b0 completed March 21, 2026, 12:09 a.m.
PD Predicate disambiguation batch_69bd5227063c8190973155a875b013a7 completed March 20, 2026, 1:56 p.m.
Created at: March 20, 2026, 1:10 p.m.