Triple

T16133852
Position Surface form Disambiguated ID Type / Status
Subject Werner Herzog E391470 entity
Predicate notableWork P4 FINISHED
Object Lessons of Darkness
Lessons of Darkness is a 1992 documentary film by Werner Herzog that presents haunting, poetic images of the post–Gulf War Kuwaiti oil fires in a stylized, almost science-fictional manner.
E1195433 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: Lessons of Darkness | Statement: [Werner Herzog, notableWork, Lessons of Darkness]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Lessons of Darkness
Context triple: [Werner Herzog, notableWork, Lessons of Darkness]
  • A. Leçons de ténèbres
    Leçons de ténèbres is a set of Baroque sacred vocal pieces for Holy Week, renowned for their expressive intensity and ornate French style.
  • B. 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."
  • C. 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.
  • D. Beware of Darkness
    "Beware of Darkness" is a progressive rock album by Spock’s Beard, known for its complex compositions and melodic, symphonic style.
  • E. Beware of Darkness
    "Beware of Darkness" is a spiritually themed rock song by George Harrison, known for its introspective lyrics and rich, layered production.
  • 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: Lessons of Darkness
Triple: [Werner Herzog, notableWork, Lessons of Darkness]
Generated description
Lessons of Darkness is a 1992 documentary film by Werner Herzog that presents haunting, poetic images of the post–Gulf War Kuwaiti oil fires in a stylized, almost science-fictional manner.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Lessons of Darkness
Target entity description: Lessons of Darkness is a 1992 documentary film by Werner Herzog that presents haunting, poetic images of the post–Gulf War Kuwaiti oil fires in a stylized, almost science-fictional manner.
  • A. Leçons de ténèbres
    Leçons de ténèbres is a set of Baroque sacred vocal pieces for Holy Week, renowned for their expressive intensity and ornate French style.
  • B. 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."
  • C. 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.
  • D. Beware of Darkness
    "Beware of Darkness" is a progressive rock album by Spock’s Beard, known for its complex compositions and melodic, symphonic style.
  • E. Beware of Darkness
    "Beware of Darkness" is a spiritually themed rock song by George Harrison, known for its introspective lyrics and rich, layered production.
  • 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_69d87f1bb0988190b490d273dbf3fd03 completed April 10, 2026, 4:39 a.m.
NER Named-entity recognition batch_69e21a039f0c8190a679e16a27f2dbe3 completed April 17, 2026, 11:31 a.m.
NED1 Entity disambiguation (via context triple) batch_69fff2b1b7248190a1bba4a87db8318b completed May 10, 2026, 2:51 a.m.
NEDg Description generation batch_69fff3478bfc8190bbcc0afbf6dbb089 completed May 10, 2026, 2:53 a.m.
NED2 Entity disambiguation (via description) batch_69fff3d29f50819093a9355d016f48dd completed May 10, 2026, 2:56 a.m.
Created at: April 10, 2026, 5:01 a.m.