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.