Triple

T751058
Position Surface form Disambiguated ID Type / Status
Subject Weeping Angels E15447 entity
Predicate appearsIn P795 FINISHED
Object 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.
E93762 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: Doctor Who episode "Hell Bent" | Statement: [Weeping Angels, appearsIn, Doctor Who episode "Hell Bent"]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Doctor Who episode "Hell Bent"
Context triple: [Weeping Angels, appearsIn, Doctor Who episode "Hell Bent"]
  • A. 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.
  • B. Doctor Who episode "Blink"
    "Blink" is a critically acclaimed 2007 Doctor Who episode, written by Steven Moffat, renowned for its time-bending narrative and introduction of the terrifying Weeping Angels.
  • C. Doctor Who episode "The Time of Angels"
    "The Time of Angels" is a 2010 Doctor Who episode featuring the Eleventh Doctor and River Song facing the terrifying Weeping Angels in a suspenseful, horror-tinged sci-fi adventure.
  • D. Doctor Who episode "The Time of the Doctor"
    "The Time of the Doctor" is the 2013 Doctor Who Christmas special that serves as the Eleventh Doctor’s final full episode, depicting his centuries-long defense of the planet Trenzalore and eventual regeneration.
  • E. Doctor Who episode "The Angels Take Manhattan"
    "The Angels Take Manhattan" is a 2012 Doctor Who episode set in New York City that features the Weeping Angels and marks the emotional farewell of companions Amy Pond and Rory Williams.
  • 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: Doctor Who episode "Hell Bent"
Triple: [Weeping Angels, appearsIn, Doctor Who episode "Hell Bent"]
Generated description
"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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Doctor Who episode "Hell Bent"
Target entity description: "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.
  • A. 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.
  • B. Doctor Who episode "Blink"
    "Blink" is a critically acclaimed 2007 Doctor Who episode, written by Steven Moffat, renowned for its time-bending narrative and introduction of the terrifying Weeping Angels.
  • C. Doctor Who episode "The Time of Angels"
    "The Time of Angels" is a 2010 Doctor Who episode featuring the Eleventh Doctor and River Song facing the terrifying Weeping Angels in a suspenseful, horror-tinged sci-fi adventure.
  • D. Doctor Who episode "The Time of the Doctor"
    "The Time of the Doctor" is the 2013 Doctor Who Christmas special that serves as the Eleventh Doctor’s final full episode, depicting his centuries-long defense of the planet Trenzalore and eventual regeneration.
  • E. Doctor Who episode "The Angels Take Manhattan"
    "The Angels Take Manhattan" is a 2012 Doctor Who episode set in New York City that features the Weeping Angels and marks the emotional farewell of companions Amy Pond and Rory Williams.
  • 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_69a493599a0081908da65f3407af1ef2 completed March 1, 2026, 7:28 p.m.
NER Named-entity recognition batch_69a4a64c67748190aef3522b4b428563 completed March 1, 2026, 8:49 p.m.
NED1 Entity disambiguation (via context triple) batch_69a67878516c8190ac7682239dc63b6a completed March 3, 2026, 5:58 a.m.
NEDg Description generation batch_69a679738e508190a9fec24f2490f46b completed March 3, 2026, 6:02 a.m.
NED2 Entity disambiguation (via description) batch_69a679c1a8748190a1da4a4f1bfc417f completed March 3, 2026, 6:03 a.m.
Created at: March 1, 2026, 7:37 p.m.