Triple

T34061708

Position	Surface form	Disambiguated ID	Type / Status
Subject	Dark Army	`E873507`	entity
Predicate	usesCoverOrganization	`P33645`	FINISHED
Object	Zhang family political apparatus The Zhang family political apparatus is a powerful, family-controlled political network that serves as a front and support structure for the covert operations of the Dark Army.	`E2079927`	NE FINISHED

How this triple was built (3 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: Zhang family political apparatus | Statement: [Dark Army, usesCoverOrganization, Zhang family political apparatus]

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: Zhang family political apparatus
Triple: [Dark Army, usesCoverOrganization, Zhang family political apparatus]

Generated description

The Zhang family political apparatus is a powerful, family-controlled political network that serves as a front and support structure for the covert operations of the Dark Army.

PD Predicate disambiguation gpt-5-mini-2025-08-07

Target predicate: usesCoverOrganization
Context triple: [Dark Army, usesCoverOrganization, Zhang family political apparatus]

A. usesCoverOrganizations chosen
Indicates that an entity operates through or makes use of front or intermediary organizations to conceal its true identity, role, or activities.
B. usesOrganization
Indicates that one entity makes use of, relies on, or operates through a particular organization to perform its functions or activities.
C. usedCover
Indicates that one entity employed another entity as a protective or concealing cover in a given context.
D. usesCoverLocationType
Indicates that an entity employs or relies on a specific type of cover location in the context of its action or relationship.
E. isCoverFor
Indicates that one entity serves as a protective or concealing layer, substitute, or front for another entity or activity.
F. None of above.

Provenance (6 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_69f349a4af208190afa14888f9c9fb9d`	completed	April 30, 2026, 12:23 p.m.
NER	Named-entity recognition	`batch_69fd783fed9c81909e792702636c4f1f`	completed	May 8, 2026, 5:44 a.m.
NED1	Entity disambiguation (via context triple)	`batch_6a36a046766c8190b6509281dcb2c85b`	completed	June 20, 2026, 2:14 p.m.
NEDg	Description generation	`batch_6a36a21182608190a308ca7a32aaa966`	completed	June 20, 2026, 2:22 p.m.
NED2	Entity disambiguation (via description)	`batch_6a36a26cf4b481909a71246d738b0e51`	completed	June 20, 2026, 2:23 p.m.
PD	Predicate disambiguation	`batch_69fd7788e63c81909de22fdafcfe41c0`	completed	May 8, 2026, 5:41 a.m.

Created at: May 1, 2026, 1:52 a.m.