Triple

T12575767
Position Surface form Disambiguated ID Type / Status
Subject Bangkok bus network E300200 entity
Predicate integratedWith P2830 FINISHED
Object Bangkok public transport system
The Bangkok public transport system is a sprawling, multimodal urban network that combines buses, metro lines, skytrains, boats, and other services to move millions of residents and visitors across Thailand’s capital each day.
 E1022228 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: Bangkok public transport system | Statement: [Bangkok bus network, integratedWith, Bangkok public transport system]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Bangkok public transport system
Context triple: [Bangkok bus network, integratedWith, Bangkok public transport system]
  • A. Bangkok rail transit network
    The Bangkok rail transit network is an integrated urban rail system in Bangkok, Thailand, comprising multiple rapid transit, commuter, and airport rail lines that connect key districts and surrounding areas.
  • B. Bangkok bus network
    The Bangkok bus network is an extensive system of public bus routes that serves the Bangkok metropolitan area and connects key locations such as airports, business districts, and residential neighborhoods.
  • C. Bangkok Mass Transit Authority
    The Bangkok Mass Transit Authority is the state-run agency responsible for operating and managing most of the public bus services in Bangkok and surrounding areas.
  • D. Bangkok Mass Transit System Public Company Limited
    Bangkok Mass Transit System Public Company Limited is the company responsible for operating Bangkok’s BTS Skytrain rapid transit network.
  • E. BTS Skytrain
    The BTS Skytrain is an elevated rapid transit system that serves as one of Bangkok’s primary urban rail networks, helping alleviate traffic congestion and connect key commercial and residential areas across the city.
  • 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: Bangkok public transport system
Triple: [Bangkok bus network, integratedWith, Bangkok public transport system]
Generated description
The Bangkok public transport system is a sprawling, multimodal urban network that combines buses, metro lines, skytrains, boats, and other services to move millions of residents and visitors across Thailand’s capital each day.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Bangkok public transport system
Target entity description: The Bangkok public transport system is a sprawling, multimodal urban network that combines buses, metro lines, skytrains, boats, and other services to move millions of residents and visitors across Thailand’s capital each day.
  • A. Bangkok rail transit network
    The Bangkok rail transit network is an integrated urban rail system in Bangkok, Thailand, comprising multiple rapid transit, commuter, and airport rail lines that connect key districts and surrounding areas.
  • B. Bangkok bus network
    The Bangkok bus network is an extensive system of public bus routes that serves the Bangkok metropolitan area and connects key locations such as airports, business districts, and residential neighborhoods.
  • C. Bangkok Mass Transit Authority
    The Bangkok Mass Transit Authority is the state-run agency responsible for operating and managing most of the public bus services in Bangkok and surrounding areas.
  • D. Bangkok Mass Transit System Public Company Limited
    Bangkok Mass Transit System Public Company Limited is the company responsible for operating Bangkok’s BTS Skytrain rapid transit network.
  • E. BTS Skytrain
    The BTS Skytrain is an elevated rapid transit system that serves as one of Bangkok’s primary urban rail networks, helping alleviate traffic congestion and connect key commercial and residential areas across the city.
  • 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_69d7bde87b648190bcd0266e9efde098 completed April 9, 2026, 2:55 p.m.
NER Named-entity recognition batch_69d954a629fc8190a1c3b6777aad4527 completed April 10, 2026, 7:51 p.m.
NED1 Entity disambiguation (via context triple) batch_69f6e2588b448190b5dc5a5d37fd1897 completed May 3, 2026, 5:51 a.m.
NEDg Description generation batch_69f6e3fc6524819081fec59d7e31c816 completed May 3, 2026, 5:58 a.m.
NED2 Entity disambiguation (via description) batch_69f6e47b052c8190a6f6ca5a6bd210f5 completed May 3, 2026, 6 a.m.
Created at: April 9, 2026, 4:47 p.m.