Triple

T18578524
Position Surface form Disambiguated ID Type / Status
Subject Everything Changes E454045 entity
Predicate followedBy P78 FINISHED
Object Torchwood episode "Day One"
"Day One" is the second episode of the British science fiction series Torchwood, following the team as they confront an alien sex gas that possesses a young woman and causes lethal orgasms.
 E1331739 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: Torchwood episode "Day One" | Statement: [Everything Changes, followedBy, Torchwood episode "Day One"]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Torchwood episode "Day One"
Context triple: [Everything Changes, followedBy, Torchwood episode "Day One"]
  • A. Torchwood episode "End of Days"
    "End of Days" is the climactic final episode of Torchwood’s first series, in which catastrophic temporal disruptions unleash threats from across history onto modern-day Cardiff.
  • B. 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.
  • C. 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.
  • D. Torchwood: Kiss Kiss, Bang Bang
    "Torchwood: Kiss Kiss, Bang Bang" is the fast-paced, action-driven second-series premiere of the British sci-fi drama Torchwood, notable for reintroducing Captain John Hart and delving deeper into Captain Jack Harkness’s past.
  • E. Torchwood: Miracle Day
    Torchwood: Miracle Day is the fourth series of the British science fiction drama Torchwood, depicting a global phenomenon where humans stop dying and its catastrophic consequences.
  • 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 "Day One"
Triple: [Everything Changes, followedBy, Torchwood episode "Day One"]
Generated description
"Day One" is the second episode of the British science fiction series Torchwood, following the team as they confront an alien sex gas that possesses a young woman and causes lethal orgasms.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Torchwood episode "Day One"
Target entity description: "Day One" is the second episode of the British science fiction series Torchwood, following the team as they confront an alien sex gas that possesses a young woman and causes lethal orgasms.
  • A. Torchwood episode "End of Days"
    "End of Days" is the climactic final episode of Torchwood’s first series, in which catastrophic temporal disruptions unleash threats from across history onto modern-day Cardiff.
  • B. 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.
  • C. 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.
  • D. Torchwood: Kiss Kiss, Bang Bang
    "Torchwood: Kiss Kiss, Bang Bang" is the fast-paced, action-driven second-series premiere of the British sci-fi drama Torchwood, notable for reintroducing Captain John Hart and delving deeper into Captain Jack Harkness’s past.
  • E. Torchwood: Miracle Day
    Torchwood: Miracle Day is the fourth series of the British science fiction drama Torchwood, depicting a global phenomenon where humans stop dying and its catastrophic consequences.
  • 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_69d8d38974308190a9174430ef256b73 completed April 10, 2026, 10:40 a.m.
NER Named-entity recognition batch_69e543cd6a3c8190b38059e71ec3f7b2 completed April 19, 2026, 9:06 p.m.
NED1 Entity disambiguation (via context triple) batch_6a04f88cb7c881909911b2c28a72fcf6 completed May 13, 2026, 10:17 p.m.
NEDg Description generation batch_6a04f9fc493881909ba9159748d4f3fb completed May 13, 2026, 10:23 p.m.
NED2 Entity disambiguation (via description) batch_6a04fad8daa88190961d643d30a52aa7 completed May 13, 2026, 10:27 p.m.
Created at: April 10, 2026, 11:43 a.m.