Triple

T21193349
Position Surface form Disambiguated ID Type / Status
Subject Self-Organizing Networks enhancements E522262 entity
Predicate relatedTo P37 FINISHED
Object 3GPP Self-Organizing Networks
3GPP Self-Organizing Networks are standardized mechanisms and features defined by 3GPP to automate configuration, optimization, and healing of mobile networks, reducing operational costs and improving performance.
E522262 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: 3GPP Self-Organizing Networks | Statement: [Self-Organizing Networks enhancements, relatedTo, 3GPP Self-Organizing Networks]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: 3GPP Self-Organizing Networks
Context triple: [Self-Organizing Networks enhancements, relatedTo, 3GPP Self-Organizing Networks]
  • A. Self-Organizing Networks enhancements
    Self-Organizing Networks enhancements are advanced automation and optimization capabilities introduced in later 3GPP standards to improve mobile network efficiency, performance, and self-management.
  • B. 3GPP RAN
    3GPP RAN is the standards group within 3GPP responsible for specifying the radio access network technologies and protocols used in mobile communication systems such as LTE and 5G.
  • C. Long Term Evolution for Machines
    Long Term Evolution for Machines is a low-power wide-area cellular technology based on LTE, designed to provide efficient, secure, and cost-effective connectivity for Internet of Things (IoT) devices.
  • D. 3GPP Technical Specification Group Services and System Aspects
    3GPP Technical Specification Group Services and System Aspects is the 3GPP body responsible for defining overall system architecture, service capabilities, and operational requirements for mobile telecommunications standards.
  • E. 3GPP SA
    3GPP SA (Service and System Aspects) is the working group within the 3rd Generation Partnership Project responsible for overall system architecture, service requirements, and cross-domain coordination for mobile communication standards.
  • 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: 3GPP Self-Organizing Networks
Triple: [Self-Organizing Networks enhancements, relatedTo, 3GPP Self-Organizing Networks]
Generated description
3GPP Self-Organizing Networks are standardized mechanisms and features defined by 3GPP to automate configuration, optimization, and healing of mobile networks, reducing operational costs and improving performance.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: 3GPP Self-Organizing Networks
Target entity description: 3GPP Self-Organizing Networks are standardized mechanisms and features defined by 3GPP to automate configuration, optimization, and healing of mobile networks, reducing operational costs and improving performance.
  • A. Self-Organizing Networks enhancements chosen
    Self-Organizing Networks enhancements are advanced automation and optimization capabilities introduced in later 3GPP standards to improve mobile network efficiency, performance, and self-management.
  • B. 3GPP RAN
    3GPP RAN is the standards group within 3GPP responsible for specifying the radio access network technologies and protocols used in mobile communication systems such as LTE and 5G.
  • C. Long Term Evolution for Machines
    Long Term Evolution for Machines is a low-power wide-area cellular technology based on LTE, designed to provide efficient, secure, and cost-effective connectivity for Internet of Things (IoT) devices.
  • D. 3GPP Technical Specification Group Services and System Aspects
    3GPP Technical Specification Group Services and System Aspects is the 3GPP body responsible for defining overall system architecture, service capabilities, and operational requirements for mobile telecommunications standards.
  • E. 3GPP SA
    3GPP SA (Service and System Aspects) is the working group within the 3rd Generation Partnership Project responsible for overall system architecture, service requirements, and cross-domain coordination for mobile communication standards.
  • F. None of above.

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_69e0b51061388190aa03f19700d3ef04 completed April 16, 2026, 10:08 a.m.
NER Named-entity recognition batch_69e73339aaa081909d9009c58c386422 completed April 21, 2026, 8:20 a.m.
NED1 Entity disambiguation (via context triple) batch_6a097ec8db108190b2decdfe28a8af08 completed May 17, 2026, 8:39 a.m.
NEDg Description generation batch_6a097ff28ed0819081cea66e9ea5eaa2 completed May 17, 2026, 8:44 a.m.
NED2 Entity disambiguation (via description) batch_6a0981477234819093bc90f3578ddccf completed May 17, 2026, 8:50 a.m.
Created at: April 16, 2026, 3:07 p.m.