Triple

T10595411
Position Surface form Disambiguated ID Type / Status
Subject Dominique DiPierro E250098 entity
Predicate associatedWith P37 FINISHED
Object Dark Army
The Dark Army is a powerful and secretive Chinese hacker organization and terrorist group in the television series "Mr. Robot."
E873507 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: Dark Army | Statement: [Dominique DiPierro, associatedWith, Dark Army]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Dark Army
Context triple: [Dominique DiPierro, associatedWith, Dark Army]
  • A. The Ghost Brigades
    The Ghost Brigades is a military science fiction novel by John Scalzi set in his Old Man's War universe, focusing on elite special forces soldiers grown from the DNA of the dead.
  • B. Army of Ghosts
    Army of Ghosts is a 2006 Doctor Who television episode featuring the Tenth Doctor, notable for the dramatic return of the Cybermen and its role as the first part of a two-part series finale.
  • C. Blue Legion
    The Blue Legion was a Spanish volunteer unit that continued fighting alongside Nazi Germany on the Eastern Front after the withdrawal of the famed Blue Division in World War II.
  • D. War in the Dark
    War in the Dark is a supernatural espionage novel by Nick Setchfield that blends Cold War spy thriller elements with occult horror.
  • E. War Machine
    War Machine is a heavily armored military superhero identity used by James "Rhodey" Rhodes in the Marvel universe, known for his weaponized suit and close alliance with Iron Man and the Avengers.
  • 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: Dark Army
Triple: [Dominique DiPierro, associatedWith, Dark Army]
Generated description
The Dark Army is a powerful and secretive Chinese hacker organization and terrorist group in the television series "Mr. Robot."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Dark Army
Target entity description: The Dark Army is a powerful and secretive Chinese hacker organization and terrorist group in the television series "Mr. Robot."
  • A. The Ghost Brigades
    The Ghost Brigades is a military science fiction novel by John Scalzi set in his Old Man's War universe, focusing on elite special forces soldiers grown from the DNA of the dead.
  • B. Army of Ghosts
    Army of Ghosts is a 2006 Doctor Who television episode featuring the Tenth Doctor, notable for the dramatic return of the Cybermen and its role as the first part of a two-part series finale.
  • C. Blue Legion
    The Blue Legion was a Spanish volunteer unit that continued fighting alongside Nazi Germany on the Eastern Front after the withdrawal of the famed Blue Division in World War II.
  • D. War in the Dark
    War in the Dark is a supernatural espionage novel by Nick Setchfield that blends Cold War spy thriller elements with occult horror.
  • E. War Machine
    War Machine is a heavily armored military superhero identity used by James "Rhodey" Rhodes in the Marvel universe, known for his weaponized suit and close alliance with Iron Man and the Avengers.
  • 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_69d381c9d3d48190a29ee491e1696a0e completed April 6, 2026, 9:50 a.m.
NER Named-entity recognition batch_69d5278cbf9081909ef419b0144d5019 completed April 7, 2026, 3:49 p.m.
NED1 Entity disambiguation (via context triple) batch_69d95e8de2e88190835954abb2ac2ece completed April 10, 2026, 8:33 p.m.
NEDg Description generation batch_69d95f80d0c48190b88e3a4b3e42279c completed April 10, 2026, 8:37 p.m.
NED2 Entity disambiguation (via description) batch_69d9602a1d688190ad0f3014d69049cc completed April 10, 2026, 8:40 p.m.
Created at: April 6, 2026, 12:41 p.m.