Triple

T5848887
Position Surface form Disambiguated ID Type / Status
Subject 3GPP TS 32-series E129978 entity
Predicate usesConcept P531 FINISHED
Object Telecommunication Management Network
Telecommunication Management Network (TMN) is an ITU-T standardized framework that defines architecture, interfaces, and protocols for managing and monitoring telecommunication networks and services.
 E552033 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: Telecommunication Management Network | Statement: [3GPP TS 32-series, usesConcept, Telecommunication Management Network]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Telecommunication Management Network
Context triple: [3GPP TS 32-series, usesConcept, Telecommunication Management Network]
  • A. Main Telecommunication Network
    Main Telecommunication Network is the core infrastructure layer that carries and routes the majority of voice, data, and multimedia traffic within the global telecommunications system.
  • B. Network Management
    Network Management is the field of overseeing, monitoring, configuring, and maintaining computer networks to ensure their reliability, performance, and security.
  • C. Fault Management Architecture
    Fault Management Architecture is Solaris’s integrated framework for automatically detecting, diagnosing, and handling hardware and system faults to improve reliability and availability.
  • D. Access and Mobility Management Function
    The Access and Mobility Management Function (AMF) is a key 5G core network control-plane function responsible for user equipment registration, connection and mobility management, and access authentication.
  • E. Mobility Management Entity
    The Mobility Management Entity is a core LTE network component responsible for user mobility, session management, and signaling control between user devices and the network.
  • 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: Telecommunication Management Network
Triple: [3GPP TS 32-series, usesConcept, Telecommunication Management Network]
Generated description
Telecommunication Management Network (TMN) is an ITU-T standardized framework that defines architecture, interfaces, and protocols for managing and monitoring telecommunication networks and services.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Telecommunication Management Network
Target entity description: Telecommunication Management Network (TMN) is an ITU-T standardized framework that defines architecture, interfaces, and protocols for managing and monitoring telecommunication networks and services.
  • A. Main Telecommunication Network
    Main Telecommunication Network is the core infrastructure layer that carries and routes the majority of voice, data, and multimedia traffic within the global telecommunications system.
  • B. Network Management
    Network Management is the field of overseeing, monitoring, configuring, and maintaining computer networks to ensure their reliability, performance, and security.
  • C. Fault Management Architecture
    Fault Management Architecture is Solaris’s integrated framework for automatically detecting, diagnosing, and handling hardware and system faults to improve reliability and availability.
  • D. Access and Mobility Management Function
    The Access and Mobility Management Function (AMF) is a key 5G core network control-plane function responsible for user equipment registration, connection and mobility management, and access authentication.
  • E. Mobility Management Entity
    The Mobility Management Entity is a core LTE network component responsible for user mobility, session management, and signaling control between user devices and the network.
  • 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_69c0084de39081909eb34e6bed74215a completed March 22, 2026, 3:18 p.m.
NER Named-entity recognition batch_69c035145a0c8190941945a83a3f2416 completed March 22, 2026, 6:29 p.m.
NED1 Entity disambiguation (via context triple) batch_69c0a1b052288190ace51e65f1d888ab completed March 23, 2026, 2:13 a.m.
NEDg Description generation batch_69c0a5ab04e481909dca08da3e851088 completed March 23, 2026, 2:30 a.m.
NED2 Entity disambiguation (via description) batch_69c0a63aca6c8190bd33b063c8285e34 completed March 23, 2026, 2:32 a.m.
Created at: March 22, 2026, 3:55 p.m.