Triple

T5077321
Position Surface form Disambiguated ID Type / Status
Subject Howard Thurman E114429 entity
Predicate notableWork P4 FINISHED
Object The Luminous Darkness
The Luminous Darkness is a theological and social reflection by Howard Thurman that explores race, spirituality, and the quest for reconciliation in a segregated America.
E493148 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: The Luminous Darkness | Statement: [Howard Thurman, notableWork, The Luminous Darkness]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Luminous Darkness
Context triple: [Howard Thurman, notableWork, The Luminous Darkness]
  • A. In the Dark
    "In the Dark" is a 1987 studio album by the Grateful Dead that became their biggest commercial success, featuring the hit single "Touch of Grey."
  • B. Post Tenebras Lux
    Post Tenebras Lux is a Latin motto meaning "After darkness, light," historically associated with the Protestant Reformation and symbolizing spiritual renewal and enlightenment.
  • C. Darkness and the Light
    Darkness and the Light is a philosophical science fiction novel by Olaf Stapledon that contrasts two possible futures for humanity shaped by differing social and moral choices.
  • D. Out of the Dark
    Out of the Dark is a collection of essays by Helen Keller in which she reflects on socialism, social justice, and her political beliefs.
  • E. Light of a Vaster Dark
    Light of a Vaster Dark is an experimental folk album by the avant-folk duo Faun Fables, known for its theatrical storytelling and eclectic, mythic soundscapes.
  • 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: The Luminous Darkness
Triple: [Howard Thurman, notableWork, The Luminous Darkness]
Generated description
The Luminous Darkness is a theological and social reflection by Howard Thurman that explores race, spirituality, and the quest for reconciliation in a segregated America.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Luminous Darkness
Target entity description: The Luminous Darkness is a theological and social reflection by Howard Thurman that explores race, spirituality, and the quest for reconciliation in a segregated America.
  • A. In the Dark
    "In the Dark" is a 1987 studio album by the Grateful Dead that became their biggest commercial success, featuring the hit single "Touch of Grey."
  • B. Post Tenebras Lux
    Post Tenebras Lux is a Latin motto meaning "After darkness, light," historically associated with the Protestant Reformation and symbolizing spiritual renewal and enlightenment.
  • C. Darkness and the Light
    Darkness and the Light is a philosophical science fiction novel by Olaf Stapledon that contrasts two possible futures for humanity shaped by differing social and moral choices.
  • D. Out of the Dark
    Out of the Dark is a collection of essays by Helen Keller in which she reflects on socialism, social justice, and her political beliefs.
  • E. Light of a Vaster Dark
    Light of a Vaster Dark is an experimental folk album by the avant-folk duo Faun Fables, known for its theatrical storytelling and eclectic, mythic soundscapes.
  • 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_69bd443dbf908190a9401e9c2dc7bd7d completed March 20, 2026, 12:57 p.m.
NER Named-entity recognition batch_69bd74f632788190ac4fd047e1a20485 completed March 20, 2026, 4:25 p.m.
NED1 Entity disambiguation (via context triple) batch_69beb12718388190974df282ec2c6a11 completed March 21, 2026, 2:54 p.m.
NEDg Description generation batch_69beb1d1202881909007f34c23887b35 completed March 21, 2026, 2:57 p.m.
NED2 Entity disambiguation (via description) batch_69beb2547068819092c98b471be691a1 completed March 21, 2026, 2:59 p.m.
Created at: March 20, 2026, 1:39 p.m.