Triple

T2909282
Position Surface form Disambiguated ID Type / Status
Subject People's Liberation Army Strategic Support Force E63642 entity
Predicate controls P760 FINISHED
Object PLA cyber forces
PLA cyber forces are the Chinese military’s dedicated units for conducting cyber warfare, network defense, and offensive cyber operations in support of national security and military objectives.
E309190 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: PLA cyber forces | Statement: [People's Liberation Army Strategic Support Force, controls, PLA cyber forces]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: PLA cyber forces
Context triple: [People's Liberation Army Strategic Support Force, controls, PLA cyber forces]
  • A. NATO cyber structures
    NATO cyber structures are the alliance’s integrated organizations, capabilities, and command arrangements dedicated to coordinating, defending, and conducting operations in cyberspace across member states.
  • B. Cyber-Planner
    The Cyber-Planner is a central controlling intelligence of the Cybermen in Doctor Who, responsible for coordinating their actions and strategic decisions.
  • C. Swedish Armed Forces Cyber Defence
    Swedish Armed Forces Cyber Defence is the specialized branch of Sweden’s military responsible for protecting national defense networks and conducting cyber operations.
  • D. Cyber Command of the Estonian Defence Forces
    Cyber Command of the Estonian Defence Forces is the military unit responsible for Estonia’s cyber defence, cyber operations, and protection of national defence information systems.
  • E. Center for Information Warfare Training
    The Center for Information Warfare Training is a U.S. Navy institution responsible for educating and preparing sailors in areas such as cyber operations, intelligence, electronic warfare, and information technology to support modern naval warfare.
  • 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: PLA cyber forces
Triple: [People's Liberation Army Strategic Support Force, controls, PLA cyber forces]
Generated description
PLA cyber forces are the Chinese military’s dedicated units for conducting cyber warfare, network defense, and offensive cyber operations in support of national security and military objectives.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: PLA cyber forces
Target entity description: PLA cyber forces are the Chinese military’s dedicated units for conducting cyber warfare, network defense, and offensive cyber operations in support of national security and military objectives.
  • A. NATO cyber structures
    NATO cyber structures are the alliance’s integrated organizations, capabilities, and command arrangements dedicated to coordinating, defending, and conducting operations in cyberspace across member states.
  • B. Cyber-Planner
    The Cyber-Planner is a central controlling intelligence of the Cybermen in Doctor Who, responsible for coordinating their actions and strategic decisions.
  • C. Swedish Armed Forces Cyber Defence
    Swedish Armed Forces Cyber Defence is the specialized branch of Sweden’s military responsible for protecting national defense networks and conducting cyber operations.
  • D. Cyber Command of the Estonian Defence Forces
    Cyber Command of the Estonian Defence Forces is the military unit responsible for Estonia’s cyber defence, cyber operations, and protection of national defence information systems.
  • E. Center for Information Warfare Training
    The Center for Information Warfare Training is a U.S. Navy institution responsible for educating and preparing sailors in areas such as cyber operations, intelligence, electronic warfare, and information technology to support modern naval warfare.
  • 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_69ab4c44ab448190b9411324e8a1fc1d completed March 6, 2026, 9:51 p.m.
NER Named-entity recognition batch_69abe0d329c88190b6fcaef0be1799eb completed March 7, 2026, 8:24 a.m.
NED1 Entity disambiguation (via context triple) batch_69b0561b8e6c8190be69fd39bdd19cca completed March 10, 2026, 5:34 p.m.
NEDg Description generation batch_69b060ac7c58819081f0882170869a8e completed March 10, 2026, 6:19 p.m.
NED2 Entity disambiguation (via description) batch_69b0619540cc8190971cd1a4c5c4b309 completed March 10, 2026, 6:23 p.m.
Created at: March 6, 2026, 10:11 p.m.