Triple

T8847470
Position Surface form Disambiguated ID Type / Status
Subject 4th Special Operations Squadron E210541 entity
Predicate motto P42 FINISHED
Object Death Waits in the Dark
Death Waits in the Dark is the ominous motto of the U.S. Air Force's 4th Special Operations Squadron, reflecting its covert, nighttime special operations missions.
E761651 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: Death Waits in the Dark | Statement: [4th Special Operations Squadron, motto, Death Waits in the Dark]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Death Waits in the Dark
Context triple: [4th Special Operations Squadron, motto, Death Waits in the Dark]
  • A. Death Has a Shadow
    "Death Has a Shadow" is the pilot episode of the animated television series Family Guy, which introduces the Griffin family and sets the tone for the show's irreverent humor.
  • B. The Dark at the End
    The Dark at the End is a horror-thriller novel by F. Paul Wilson that serves as a climactic installment in his long-running Repairman Jack/Adversary Cycle series.
  • C. 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.
  • D. Hell Awaits
    Hell Awaits is the second studio album by American thrash metal band Slayer, known for its darker, more progressive sound and occult-themed lyrics that helped define the early extreme metal scene.
  • E. 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.
  • 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: Death Waits in the Dark
Triple: [4th Special Operations Squadron, motto, Death Waits in the Dark]
Generated description
Death Waits in the Dark is the ominous motto of the U.S. Air Force's 4th Special Operations Squadron, reflecting its covert, nighttime special operations missions.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Death Waits in the Dark
Target entity description: Death Waits in the Dark is the ominous motto of the U.S. Air Force's 4th Special Operations Squadron, reflecting its covert, nighttime special operations missions.
  • A. Death Has a Shadow
    "Death Has a Shadow" is the pilot episode of the animated television series Family Guy, which introduces the Griffin family and sets the tone for the show's irreverent humor.
  • B. The Dark at the End
    The Dark at the End is a horror-thriller novel by F. Paul Wilson that serves as a climactic installment in his long-running Repairman Jack/Adversary Cycle series.
  • C. 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.
  • D. Hell Awaits
    Hell Awaits is the second studio album by American thrash metal band Slayer, known for its darker, more progressive sound and occult-themed lyrics that helped define the early extreme metal scene.
  • E. 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.
  • 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_69ca838967bc8190b46c3c80a2887ea4 completed March 30, 2026, 2:07 p.m.
NER Named-entity recognition batch_69cc60a9194c8190bdfefc55a8fb29a3 completed April 1, 2026, 12:02 a.m.
NED1 Entity disambiguation (via context triple) batch_69cf89bd3ef48190a6a2efff18db4dbd completed April 3, 2026, 9:34 a.m.
NEDg Description generation batch_69cf8c6801788190af89a1829f060e9d completed April 3, 2026, 9:46 a.m.
NED2 Entity disambiguation (via description) batch_69cf8d13fb4881908831de6b21b0c26d completed April 3, 2026, 9:49 a.m.
Created at: March 30, 2026, 6:49 p.m.