Triple

T5834366
Position Surface form Disambiguated ID Type / Status
Subject Wi‑Fi CERTIFIED WPA2 E129431 entity
Predicate associatedWithVulnerability P67454 FINISHED
Object KRACK attack
The KRACK attack is a critical security exploit that targets the WPA2 Wi‑Fi protocol’s key reinstallation process, allowing attackers to decrypt or manipulate supposedly secure wireless traffic.
E406988 NE FINISHED

How this triple was built (5 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: KRACK attack | Statement: [Wi‑Fi CERTIFIED WPA2, associatedWithVulnerability, KRACK attack]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: KRACK attack
Context triple: [Wi‑Fi CERTIFIED WPA2, associatedWithVulnerability, KRACK attack]
  • A. BEAST attack
    The BEAST attack is a cryptographic exploit that targets vulnerabilities in early versions of TLS/SSL to decrypt secure HTTPS traffic by abusing weaknesses in block cipher modes like CBC.
  • B. Wi‑Fi Protected Access
    Wi‑Fi Protected Access is a family of security protocols designed to protect wireless computer networks by providing stronger data encryption and user authentication than earlier Wi‑Fi standards.
  • C. Diffie–Hellman key exchange
    Diffie–Hellman key exchange is a foundational cryptographic protocol that enables two parties to securely establish a shared secret over an insecure communication channel.
  • D. IEEE 802.11i
    IEEE 802.11i is a Wi‑Fi security standard that enhances wireless network protection by defining robust encryption and authentication mechanisms, including WPA2.
  • E. Opportunistic Wireless Encryption
    Opportunistic Wireless Encryption is a security mechanism that provides unauthenticated encryption for open wireless networks to protect data from passive eavesdropping without requiring user credentials.
  • 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: KRACK attack
Triple: [Wi‑Fi CERTIFIED WPA2, associatedWithVulnerability, KRACK attack]
Generated description
The KRACK attack is a critical security exploit that targets the WPA2 Wi‑Fi protocol’s key reinstallation process, allowing attackers to decrypt or manipulate supposedly secure wireless traffic.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: KRACK attack
Target entity description: The KRACK attack is a critical security exploit that targets the WPA2 Wi‑Fi protocol’s key reinstallation process, allowing attackers to decrypt or manipulate supposedly secure wireless traffic.
  • A. BEAST attack
    The BEAST attack is a cryptographic exploit that targets vulnerabilities in early versions of TLS/SSL to decrypt secure HTTPS traffic by abusing weaknesses in block cipher modes like CBC.
  • B. Wi‑Fi Protected Access
    Wi‑Fi Protected Access is a family of security protocols designed to protect wireless computer networks by providing stronger data encryption and user authentication than earlier Wi‑Fi standards.
  • C. Diffie–Hellman key exchange
    Diffie–Hellman key exchange is a foundational cryptographic protocol that enables two parties to securely establish a shared secret over an insecure communication channel.
  • D. IEEE 802.11i chosen
    IEEE 802.11i is a Wi‑Fi security standard that enhances wireless network protection by defining robust encryption and authentication mechanisms, including WPA2.
  • E. Opportunistic Wireless Encryption
    Opportunistic Wireless Encryption is a security mechanism that provides unauthenticated encryption for open wireless networks to protect data from passive eavesdropping without requiring user credentials.
  • F. None of above.
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: associatedWithVulnerability
Context triple: [Wi‑Fi CERTIFIED WPA2, associatedWithVulnerability, KRACK attack]
  • A. associatedWithCompromise
    Indicates a relationship where an entity is linked to, involved in, or affected by a security compromise or breach.
  • B. vulnerabilityType
    Indicates the specific kind or category of vulnerability associated with an entity or situation.
  • C. associatedWithSee
    Indicates a relationship where one entity is contextually or functionally linked to another through the act or concept of seeing or visual observation.
  • D. associatedWithUse
    Indicates a relationship where one entity is connected to or involved in the use or utilization of another entity.
  • E. associatedWithAssociation
    Indicates a relationship where an entity is linked or connected to a particular association or organization.
  • F. None of above. chosen

Provenance (7 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_69c0084af79c81908af128ccc29983d0 completed March 22, 2026, 3:18 p.m.
NER Named-entity recognition batch_69c044ab0a048190b84be40fb13c0f50 completed March 22, 2026, 7:36 p.m.
NED1 Entity disambiguation (via context triple) batch_69c0a193ac408190a06159406a814adb completed March 23, 2026, 2:12 a.m.
NEDg Description generation batch_69c0a2c8dc6481909ecd4fe2acf3d973 completed March 23, 2026, 2:17 a.m.
NED2 Entity disambiguation (via description) batch_69c0a37ad8488190933bbdcb16567ebd completed March 23, 2026, 2:20 a.m.
PD Predicate disambiguation batch_69c03341e5888190a5f219b6f92cb161 completed March 22, 2026, 6:21 p.m.
PDg Predicate description generation batch_69c044a9c4f0819081b8c196932883f6 completed March 22, 2026, 7:36 p.m.
Created at: March 22, 2026, 3:54 p.m.