Triple

T9113528
Position Surface form Disambiguated ID Type / Status
Subject John Ridley E218662 entity
Predicate notableWork P4 FINISHED
Object Those Who Walk in Darkness (novel)
Those Who Walk in Darkness is a science fiction crime novel by John Ridley that follows a ruthless cop tasked with hunting down superpowered individuals in a near-future Los Angeles.
E779272 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: Those Who Walk in Darkness (novel) | Statement: [John Ridley, notableWork, Those Who Walk in Darkness (novel)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Those Who Walk in Darkness (novel)
Context triple: [John Ridley, notableWork, Those Who Walk in Darkness (novel)]
  • A. Out of the Darkness
    "Out of the Darkness" is a rock song by Little Steven and the Disciples of Soul, known for its anthemic sound and socially conscious lyrics characteristic of Steven Van Zandt's solo work.
  • B. Lest Darkness Fall
    Lest Darkness Fall is a classic alternate history science fiction novel by L. Sprague de Camp in which a modern archaeologist is transported to the late Roman Empire and attempts to prevent the onset of the Dark Ages.
  • C. Footsteps in the Dark
    "Footsteps in the Dark" is a smooth, soulful R&B ballad by The Isley Brothers, best known for its mellow groove and for being heavily sampled in later hip-hop music.
  • 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. The Night Walkers
    "The Night Walkers" is an essay by Carl Sagan that explores the science, psychology, and cultural significance of human fear and fascination with the dark and the unknown.
  • 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: Those Who Walk in Darkness (novel)
Triple: [John Ridley, notableWork, Those Who Walk in Darkness (novel)]
Generated description
Those Who Walk in Darkness is a science fiction crime novel by John Ridley that follows a ruthless cop tasked with hunting down superpowered individuals in a near-future Los Angeles.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Those Who Walk in Darkness (novel)
Target entity description: Those Who Walk in Darkness is a science fiction crime novel by John Ridley that follows a ruthless cop tasked with hunting down superpowered individuals in a near-future Los Angeles.
  • A. Out of the Darkness
    "Out of the Darkness" is a rock song by Little Steven and the Disciples of Soul, known for its anthemic sound and socially conscious lyrics characteristic of Steven Van Zandt's solo work.
  • B. Lest Darkness Fall
    Lest Darkness Fall is a classic alternate history science fiction novel by L. Sprague de Camp in which a modern archaeologist is transported to the late Roman Empire and attempts to prevent the onset of the Dark Ages.
  • C. Footsteps in the Dark
    "Footsteps in the Dark" is a smooth, soulful R&B ballad by The Isley Brothers, best known for its mellow groove and for being heavily sampled in later hip-hop music.
  • 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. The Night Walkers
    "The Night Walkers" is an essay by Carl Sagan that explores the science, psychology, and cultural significance of human fear and fascination with the dark and the unknown.
  • 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_69ca83dc94ac8190b9ef42684d36ff39 completed March 30, 2026, 2:08 p.m.
NER Named-entity recognition batch_69cca84b0a048190964f560f78e27cce completed April 1, 2026, 5:08 a.m.
NED1 Entity disambiguation (via context triple) batch_69d0305eb6e081908edba0ddab25e209 completed April 3, 2026, 9:25 p.m.
NEDg Description generation batch_69d032eb2e708190b2d265ad7b49d084 completed April 3, 2026, 9:36 p.m.
NED2 Entity disambiguation (via description) batch_69d0337057048190af062152688599a1 completed April 3, 2026, 9:38 p.m.
Created at: March 30, 2026, 7:16 p.m.