Triple

T10381378
Position Surface form Disambiguated ID Type / Status
Subject David Langford E244647 entity
Predicate notableWork P4 FINISHED
Object Different Kinds of Darkness
Different Kinds of Darkness is a science fiction short story by David Langford that explores themes of censorship, perception, and forbidden knowledge through the experiences of students at a mysterious boarding school.
E859615 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: Different Kinds of Darkness | Statement: [David Langford, notableWork, Different Kinds of Darkness]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Different Kinds of Darkness
Context triple: [David Langford, notableWork, Different Kinds of Darkness]
  • A. Even in Darkness
    Even in Darkness is a 2001 collaborative hip hop album by the Dungeon Family collective, showcasing members like Outkast and Goodie Mob over Southern-fried, funk-influenced production.
  • B. After the Dark
    After the Dark is a 2013 philosophical science-fiction thriller film that explores moral dilemmas through a series of apocalyptic thought experiments conducted by a high school philosophy class.
  • C. Set in Darkness
    Set in Darkness is a crime novel in Ian Rankin’s Inspector Rebus series, set in Edinburgh and blending a murder investigation with political intrigue around the re-establishment of the Scottish Parliament.
  • D. Light in Darkness
    Light in Darkness is the English motto of the University of Liberia, expressing its mission to provide enlightenment and knowledge amid challenging circumstances.
  • E. Perfect Darkness
    Perfect Darkness is a critically acclaimed album by British singer-songwriter Fink, known for its atmospheric blend of folk, blues, and downtempo influences.
  • 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: Different Kinds of Darkness
Triple: [David Langford, notableWork, Different Kinds of Darkness]
Generated description
Different Kinds of Darkness is a science fiction short story by David Langford that explores themes of censorship, perception, and forbidden knowledge through the experiences of students at a mysterious boarding school.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Different Kinds of Darkness
Target entity description: Different Kinds of Darkness is a science fiction short story by David Langford that explores themes of censorship, perception, and forbidden knowledge through the experiences of students at a mysterious boarding school.
  • A. Even in Darkness
    Even in Darkness is a 2001 collaborative hip hop album by the Dungeon Family collective, showcasing members like Outkast and Goodie Mob over Southern-fried, funk-influenced production.
  • B. After the Dark
    After the Dark is a 2013 philosophical science-fiction thriller film that explores moral dilemmas through a series of apocalyptic thought experiments conducted by a high school philosophy class.
  • C. Set in Darkness
    Set in Darkness is a crime novel in Ian Rankin’s Inspector Rebus series, set in Edinburgh and blending a murder investigation with political intrigue around the re-establishment of the Scottish Parliament.
  • D. Light in Darkness
    Light in Darkness is the English motto of the University of Liberia, expressing its mission to provide enlightenment and knowledge amid challenging circumstances.
  • E. Perfect Darkness
    Perfect Darkness is a critically acclaimed album by British singer-songwriter Fink, known for its atmospheric blend of folk, blues, and downtempo influences.
  • 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_69d381b3e328819094b23b8edcd29b5a completed April 6, 2026, 9:49 a.m.
NER Named-entity recognition batch_69d4e9921fa48190a874aa9a9e385b97 completed April 7, 2026, 11:25 a.m.
NED1 Entity disambiguation (via context triple) batch_69d79592512c8190b999191f16e3133c completed April 9, 2026, 12:03 p.m.
NEDg Description generation batch_69d7982916b48190a50893a79ac522e9 completed April 9, 2026, 12:14 p.m.
NED2 Entity disambiguation (via description) batch_69d7991e01d88190bc460d984b796d64 completed April 9, 2026, 12:18 p.m.
Created at: April 6, 2026, 12:03 p.m.