Triple

T5347031
Position Surface form Disambiguated ID Type / Status
Subject Hotspot 2.0 E124081 entity
Predicate uses P98 FINISHED
Object ANQP (Access Network Query Protocol)
ANQP (Access Network Query Protocol) is a network protocol that allows Wi‑Fi clients to query access points for detailed information about available networks and services before associating, enabling seamless and informed network selection in systems like Hotspot 2.0.
 E513256 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: ANQP (Access Network Query Protocol) | Statement: [Hotspot 2.0, uses, ANQP (Access Network Query Protocol)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: ANQP (Access Network Query Protocol)
Context triple: [Hotspot 2.0, uses, ANQP (Access Network Query Protocol)]
  • A. IEEE 802.21
    IEEE 802.21 is a standard that defines mechanisms to enable seamless handover and interoperability between heterogeneous network types, such as Wi-Fi, cellular, and Ethernet.
  • B. IEEE 802.1Qca
    IEEE 802.1Qca is an amendment to the IEEE 802.1Q standard that specifies path control and reservation mechanisms for deterministic and traffic-engineered Ethernet networks.
  • C. IEEE 802.1Qci
    IEEE 802.1Qci is an Ethernet networking standard that defines per-stream filtering and policing mechanisms to enhance traffic control and improve reliability and security in time-sensitive networks.
  • D. IEEE 802.1Qat
    IEEE 802.1Qat is an IEEE networking standard that defines Stream Reservation Protocol (SRP) mechanisms to support quality-of-service and resource reservation for time-sensitive audio/video streams over Ethernet networks.
  • E. IEEE 802.1Qau
    IEEE 802.1Qau is an Ethernet networking standard that defines congestion notification mechanisms to improve traffic management and prevent packet loss in data center and carrier networks.
  • 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: ANQP (Access Network Query Protocol)
Triple: [Hotspot 2.0, uses, ANQP (Access Network Query Protocol)]
Generated description
ANQP (Access Network Query Protocol) is a network protocol that allows Wi‑Fi clients to query access points for detailed information about available networks and services before associating, enabling seamless and informed network selection in systems like Hotspot 2.0.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: ANQP (Access Network Query Protocol)
Target entity description: ANQP (Access Network Query Protocol) is a network protocol that allows Wi‑Fi clients to query access points for detailed information about available networks and services before associating, enabling seamless and informed network selection in systems like Hotspot 2.0.
  • A. IEEE 802.21
    IEEE 802.21 is a standard that defines mechanisms to enable seamless handover and interoperability between heterogeneous network types, such as Wi-Fi, cellular, and Ethernet.
  • B. IEEE 802.1Qca
    IEEE 802.1Qca is an amendment to the IEEE 802.1Q standard that specifies path control and reservation mechanisms for deterministic and traffic-engineered Ethernet networks.
  • C. IEEE 802.1Qci
    IEEE 802.1Qci is an Ethernet networking standard that defines per-stream filtering and policing mechanisms to enhance traffic control and improve reliability and security in time-sensitive networks.
  • D. IEEE 802.1Qat
    IEEE 802.1Qat is an IEEE networking standard that defines Stream Reservation Protocol (SRP) mechanisms to support quality-of-service and resource reservation for time-sensitive audio/video streams over Ethernet networks.
  • E. IEEE 802.1Qau
    IEEE 802.1Qau is an Ethernet networking standard that defines congestion notification mechanisms to improve traffic management and prevent packet loss in data center and carrier networks.
  • 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_69bd464be27081908807b40b75c1bbae completed March 20, 2026, 1:06 p.m.
NER Named-entity recognition batch_69bd85ede7c481908347d557aa4d19ad completed March 20, 2026, 5:37 p.m.
NED1 Entity disambiguation (via context triple) batch_69bf21cd34a08190857dd960c12fec0c completed March 21, 2026, 10:55 p.m.
NEDg Description generation batch_69bf227781bc819083b8aba59618cc46 completed March 21, 2026, 10:57 p.m.
NED2 Entity disambiguation (via description) batch_69bf231d41848190b67de46bdbb38ab3 completed March 21, 2026, 11 p.m.
Created at: March 20, 2026, 2:01 p.m.