Triple

T23081830
Position Surface form Disambiguated ID Type / Status
Subject TS 28-series E575494 entity
Predicate includes P1393 FINISHED
Object 3GPP TS 28.543
3GPP TS 28.543 is a technical specification defining aspects of management and orchestration for mobile networks within the 3GPP 28-series standards.
 E1590329 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 TS 28.543 | Statement: [TS 28-series, includes, 3GPP TS 28.543]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: 3GPP TS 28.543
Context triple: [TS 28-series, includes, 3GPP TS 28.543]
  • A. 3GPP TS 28.545
    3GPP TS 28.545 is a technical specification within the 3GPP 28-series that defines management and orchestration aspects for mobile communication networks.
  • B. 3GPP TS 28.542
    3GPP TS 28.542 is a technical specification within the 3GPP 28-series that defines aspects of management and orchestration for mobile communication networks.
  • C. 3GPP TS 28.541
    3GPP TS 28.541 is a 3rd Generation Partnership Project technical specification that defines management and orchestration aspects of 5G network slicing, including the lifecycle and operations of Network Slice Instances.
  • D. 3GPP TS 28.535
    3GPP TS 28.535 is a technical specification within the 3GPP 28-series that defines management and orchestration aspects for mobile communication networks.
  • E. 3GPP TS 28.536
    3GPP TS 28.536 is a technical specification within the 3GPP 28-series that defines aspects of management and orchestration for 5G network functions and related operations.
  • 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 TS 28.543
Triple: [TS 28-series, includes, 3GPP TS 28.543]
Generated description
3GPP TS 28.543 is a technical specification defining aspects of management and orchestration for mobile networks within the 3GPP 28-series standards.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: 3GPP TS 28.543
Target entity description: 3GPP TS 28.543 is a technical specification defining aspects of management and orchestration for mobile networks within the 3GPP 28-series standards.
  • A. 3GPP TS 28.545
    3GPP TS 28.545 is a technical specification within the 3GPP 28-series that defines management and orchestration aspects for mobile communication networks.
  • B. 3GPP TS 28.542
    3GPP TS 28.542 is a technical specification within the 3GPP 28-series that defines aspects of management and orchestration for mobile communication networks.
  • C. 3GPP TS 28.541
    3GPP TS 28.541 is a 3rd Generation Partnership Project technical specification that defines management and orchestration aspects of 5G network slicing, including the lifecycle and operations of Network Slice Instances.
  • D. 3GPP TS 28.535
    3GPP TS 28.535 is a technical specification within the 3GPP 28-series that defines management and orchestration aspects for mobile communication networks.
  • E. 3GPP TS 28.536
    3GPP TS 28.536 is a technical specification within the 3GPP 28-series that defines aspects of management and orchestration for 5G network functions and related operations.
  • 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_69e245be28d48190ad1348d5a73db37d completed April 17, 2026, 2:37 p.m.
NER Named-entity recognition batch_69f18da239e48190ad041261c6b510a0 completed April 29, 2026, 4:48 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0cdf25682081908ff6ee0b898a861a completed May 19, 2026, 10:07 p.m.
NEDg Description generation batch_6a0ce0ed1cb881909a1ce386d406b824 completed May 19, 2026, 10:15 p.m.
NED2 Entity disambiguation (via description) batch_6a0ce1a37b288190b4e9775e8be23ea9 completed May 19, 2026, 10:18 p.m.
Created at: April 17, 2026, 3:56 p.m.