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.