Triple

T22631654
Position Surface form Disambiguated ID Type / Status
Subject TM Forum E558568 entity
Predicate hasFramework P9089 FINISHED
Object Application Framework (TAM)
Application Framework (TAM) is a TM Forum standard that provides a comprehensive, hierarchical classification of applications used by communications service providers to support business and operations processes.
 E1545543 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: Application Framework (TAM) | Statement: [TM Forum, hasFramework, Application Framework (TAM)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Application Framework (TAM)
Context triple: [TM Forum, hasFramework, Application Framework (TAM)]
  • A. Framework
    "Framework" is the title of ISO/IEC 11179-1, the foundational part of the international standard that defines the overall concepts and structure for metadata registries.
  • B. Unified Architecture Framework
    The Unified Architecture Framework is a standardized enterprise architecture framework developed by the Object Management Group to support modeling, analysis, and design of complex systems and organizations.
  • C. Application Function (AF)
    The Application Function (AF) in 5G networks is a control-plane entity that provides application-level information and policies to the core network to optimize and customize service behavior.
  • D. TAM
    TAM is a prominent annual conference focused on science, skepticism, and critical thinking, originally organized by the James Randi Educational Foundation.
  • E. TAM
    TAM is the standard abbreviation used for the Tampa Tarpons, a Minor League Baseball team based in Tampa, Florida.
  • 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: Application Framework (TAM)
Triple: [TM Forum, hasFramework, Application Framework (TAM)]
Generated description
Application Framework (TAM) is a TM Forum standard that provides a comprehensive, hierarchical classification of applications used by communications service providers to support business and operations processes.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Application Framework (TAM)
Target entity description: Application Framework (TAM) is a TM Forum standard that provides a comprehensive, hierarchical classification of applications used by communications service providers to support business and operations processes.
  • A. Framework
    "Framework" is the title of ISO/IEC 11179-1, the foundational part of the international standard that defines the overall concepts and structure for metadata registries.
  • B. Unified Architecture Framework
    The Unified Architecture Framework is a standardized enterprise architecture framework developed by the Object Management Group to support modeling, analysis, and design of complex systems and organizations.
  • C. Application Function (AF)
    The Application Function (AF) in 5G networks is a control-plane entity that provides application-level information and policies to the core network to optimize and customize service behavior.
  • D. TAM
    TAM is a prominent annual conference focused on science, skepticism, and critical thinking, originally organized by the James Randi Educational Foundation.
  • E. TAM
    TAM is the standard abbreviation used for the Tampa Tarpons, a Minor League Baseball team based in Tampa, Florida.
  • 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_69e245467d9881908d6985bd0db7a1f1 completed April 17, 2026, 2:35 p.m.
NER Named-entity recognition batch_69f17009ecb0819082f94505b0e2c5b8 completed April 29, 2026, 2:42 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0b4e0b2dd081909b063c50b18579c4 completed May 18, 2026, 5:36 p.m.
NEDg Description generation batch_6a0b4ed997448190a6fe89160ccc223b completed May 18, 2026, 5:39 p.m.
NED2 Entity disambiguation (via description) batch_6a0b4f8600448190a726d0fe91e17cff completed May 18, 2026, 5:42 p.m.
Created at: April 17, 2026, 3:02 p.m.