Triple

T957556
Position Surface form Disambiguated ID Type / Status
Subject Aircrack-ng E20656 entity
Predicate supportsFeature P203 FINISHED
Object chopchop attack
The chopchop attack is a cryptographic technique used against WEP-encrypted Wi-Fi networks to progressively decrypt packets without knowing the encryption key.
E111859 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: chopchop attack | Statement: [Aircrack-ng, supportsFeature, chopchop attack]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: chopchop attack
Context triple: [Aircrack-ng, supportsFeature, chopchop attack]
  • A. Custom House attack
    The Custom House attack was a major 1921 operation by the Irish Republican Army in Dublin, where they burned the British administrative headquarters to disrupt colonial governance during the Irish War of Independence.
  • B. ACKTR
    ACKTR (Actor-Critic using Kronecker-Factored Trust Region) is a reinforcement learning algorithm that combines actor-critic methods with efficient second-order optimization via Kronecker-factored approximations to improve training stability and sample efficiency.
  • C. Revenge of the Hackers
    Revenge of the Hackers is an essay by open-source advocate Eric S. Raymond that chronicles the rise of the open-source movement and the cultural shift it brought to the software industry.
  • D. CSP
    CSP is the commonly used abbreviation for the Conference of the States Parties, the main decision-making body overseeing implementation of the Chemical Weapons Convention.
  • E. Bootle
    Bootle is a town in the Metropolitan Borough of Sefton in Merseyside, England, situated just north of Liverpool and historically known for its docks and industrial heritage.
  • 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: chopchop attack
Triple: [Aircrack-ng, supportsFeature, chopchop attack]
Generated description
The chopchop attack is a cryptographic technique used against WEP-encrypted Wi-Fi networks to progressively decrypt packets without knowing the encryption key.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: chopchop attack
Target entity description: The chopchop attack is a cryptographic technique used against WEP-encrypted Wi-Fi networks to progressively decrypt packets without knowing the encryption key.
  • A. Custom House attack
    The Custom House attack was a major 1921 operation by the Irish Republican Army in Dublin, where they burned the British administrative headquarters to disrupt colonial governance during the Irish War of Independence.
  • B. ACKTR
    ACKTR (Actor-Critic using Kronecker-Factored Trust Region) is a reinforcement learning algorithm that combines actor-critic methods with efficient second-order optimization via Kronecker-factored approximations to improve training stability and sample efficiency.
  • C. Revenge of the Hackers
    Revenge of the Hackers is an essay by open-source advocate Eric S. Raymond that chronicles the rise of the open-source movement and the cultural shift it brought to the software industry.
  • D. CSP
    CSP is the commonly used abbreviation for the Conference of the States Parties, the main decision-making body overseeing implementation of the Chemical Weapons Convention.
  • E. Bootle
    Bootle is a town in the Metropolitan Borough of Sefton in Merseyside, England, situated just north of Liverpool and historically known for its docks and industrial heritage.
  • 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_69a493b21f2881908132dcf45dcd2f36 completed March 1, 2026, 7:29 p.m.
NER Named-entity recognition batch_69a4b3fac2bc8190a66feb70c68899b2 completed March 1, 2026, 9:47 p.m.
NED1 Entity disambiguation (via context triple) batch_69a933b259d08190b03989e2b1575085 completed March 5, 2026, 7:41 a.m.
NEDg Description generation batch_69a93e872ac4819098fd5d58ce4e5946 completed March 5, 2026, 8:27 a.m.
NED2 Entity disambiguation (via description) batch_69a94f56518c8190b20f30f9d220c101 completed March 5, 2026, 9:39 a.m.
Created at: March 1, 2026, 7:40 p.m.