Triple

T7944197
Position Surface form Disambiguated ID Type / Status
Subject Thaksin Shinawatra E184459 entity
Predicate founderOf P104 FINISHED
Object Advanced Info Service
Advanced Info Service is Thailand’s largest mobile telecommunications operator, providing nationwide cellular and data services.
E699588 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: Advanced Info Service | Statement: [Thaksin Shinawatra, founderOf, Advanced Info Service]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Advanced Info Service
Context triple: [Thaksin Shinawatra, founderOf, Advanced Info Service]
  • A. Vehicle Networking and Information
    Vehicle Networking and Information is a Continental AG business division focused on developing electronic and software solutions for in-vehicle connectivity, data management, and intelligent mobility systems.
  • B. MIH Information Service
    MIH Information Service is a component of the IEEE 802.21 framework that supplies network-related information to facilitate seamless handovers across heterogeneous wireless and wired networks.
  • C. Intelligence, Information and Services
    Intelligence, Information and Services was a Raytheon business segment focused on providing intelligence, surveillance, reconnaissance, cybersecurity, and information technology solutions primarily to government and defense customers.
  • D. Q service
    The Q service is a New York City Subway line that runs through Brooklyn and Manhattan, providing local and express transit along the BMT Brighton and Broadway lines.
  • E. InformRequest-PDU
    InformRequest-PDU is an SNMP protocol data unit used by an SNMP entity to send trap-like notifications that require acknowledgment from another SNMP manager.
  • 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: Advanced Info Service
Triple: [Thaksin Shinawatra, founderOf, Advanced Info Service]
Generated description
Advanced Info Service is Thailand’s largest mobile telecommunications operator, providing nationwide cellular and data services.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Advanced Info Service
Target entity description: Advanced Info Service is Thailand’s largest mobile telecommunications operator, providing nationwide cellular and data services.
  • A. Vehicle Networking and Information
    Vehicle Networking and Information is a Continental AG business division focused on developing electronic and software solutions for in-vehicle connectivity, data management, and intelligent mobility systems.
  • B. MIH Information Service
    MIH Information Service is a component of the IEEE 802.21 framework that supplies network-related information to facilitate seamless handovers across heterogeneous wireless and wired networks.
  • C. Intelligence, Information and Services
    Intelligence, Information and Services was a Raytheon business segment focused on providing intelligence, surveillance, reconnaissance, cybersecurity, and information technology solutions primarily to government and defense customers.
  • D. Q service
    The Q service is a New York City Subway line that runs through Brooklyn and Manhattan, providing local and express transit along the BMT Brighton and Broadway lines.
  • E. InformRequest-PDU
    InformRequest-PDU is an SNMP protocol data unit used by an SNMP entity to send trap-like notifications that require acknowledgment from another SNMP manager.
  • 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_69ca8291c2008190b1b8832c87814bcf completed March 30, 2026, 2:02 p.m.
NER Named-entity recognition batch_69cb3b0e84448190a7e8e0749776a592 completed March 31, 2026, 3:10 a.m.
NED1 Entity disambiguation (via context triple) batch_69cb5c175bd88190bdc0303bc0df90d8 completed March 31, 2026, 5:31 a.m.
NEDg Description generation batch_69cb7635a0e48190ae8c3f6993df3ad2 completed March 31, 2026, 7:22 a.m.
NED2 Entity disambiguation (via description) batch_69cbb663d3a48190bc62f7a04bc6a1bb completed March 31, 2026, 11:56 a.m.
Created at: March 30, 2026, 5:09 p.m.