Triple

T5956772
Position Surface form Disambiguated ID Type / Status
Subject SA5 E132534 entity
Predicate collaboratesWith P37 FINISHED
Object TM Forum
TM Forum is a global industry association that provides standards, frameworks, and collaboration platforms for digital service providers and their technology partners, particularly in the telecommunications sector.
 E558568 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: TM Forum | Statement: [SA5, collaboratesWith, TM Forum]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: TM Forum
Context triple: [SA5, collaboratesWith, TM Forum]
  • A. Alliance for Telecommunications Industry Solutions
    The Alliance for Telecommunications Industry Solutions is a U.S.-based standards development organization that creates technical and operational standards for the global information and communications technology industry.
  • B. ETSI
    ETSI (European Telecommunications Standards Institute) is a leading European standards organization that develops globally applicable standards for information and communications technologies, including mobile, internet, and broadcast systems.
  • C. GSMA
    GSMA is a global industry organization that represents mobile network operators and develops standards and initiatives for the mobile telecommunications ecosystem.
  • D. Telecommunications Technology Association
    The Telecommunications Technology Association is a South Korean standards organization that develops and promotes technical standards for the telecommunications and ICT industries.
  • E. ITU Telecommunication Standardization Sector
    The ITU Telecommunication Standardization Sector (ITU-T) is the branch of the International Telecommunication Union responsible for developing global technical standards for telecommunications and information and communication technologies.
  • 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: TM Forum
Triple: [SA5, collaboratesWith, TM Forum]
Generated description
TM Forum is a global industry association that provides standards, frameworks, and collaboration platforms for digital service providers and their technology partners, particularly in the telecommunications sector.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: TM Forum
Target entity description: TM Forum is a global industry association that provides standards, frameworks, and collaboration platforms for digital service providers and their technology partners, particularly in the telecommunications sector.
  • A. Alliance for Telecommunications Industry Solutions
    The Alliance for Telecommunications Industry Solutions is a U.S.-based standards development organization that creates technical and operational standards for the global information and communications technology industry.
  • B. ETSI
    ETSI (European Telecommunications Standards Institute) is a leading European standards organization that develops globally applicable standards for information and communications technologies, including mobile, internet, and broadcast systems.
  • C. GSMA
    GSMA is a global industry organization that represents mobile network operators and develops standards and initiatives for the mobile telecommunications ecosystem.
  • D. Telecommunications Technology Association
    The Telecommunications Technology Association is a South Korean standards organization that develops and promotes technical standards for the telecommunications and ICT industries.
  • E. ITU Telecommunication Standardization Sector
    The ITU Telecommunication Standardization Sector (ITU-T) is the branch of the International Telecommunication Union responsible for developing global technical standards for telecommunications and information and communication technologies.
  • 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_69c0086b05cc8190a8f36a96927a525c completed March 22, 2026, 3:19 p.m.
NER Named-entity recognition batch_69c039c34ca881909a219eddf99348ab completed March 22, 2026, 6:49 p.m.
NED1 Entity disambiguation (via context triple) batch_69c0e3dd99888190ac3eeef692a7d879 completed March 23, 2026, 6:55 a.m.
NEDg Description generation batch_69c0ed9c53d4819082c661cdd2d26612 completed March 23, 2026, 7:37 a.m.
NED2 Entity disambiguation (via description) batch_69c0ee2ffbc88190a256b5cb8a98f382 completed March 23, 2026, 7:39 a.m.
Created at: March 22, 2026, 4:02 p.m.