Triple

T15643675
Position Surface form Disambiguated ID Type / Status
Subject Ministry of Transportation and Communications (Taiwan) E376125 entity
Predicate oversees P46 FINISHED
Object Freeway Bureau (Taiwan)
The Freeway Bureau (Taiwan) is the government agency responsible for planning, constructing, maintaining, and managing Taiwan’s national freeway network.
E1168252 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: Freeway Bureau (Taiwan) | Statement: [Ministry of Transportation and Communications (Taiwan), oversees, Freeway Bureau (Taiwan)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Freeway Bureau (Taiwan)
Context triple: [Ministry of Transportation and Communications (Taiwan), oversees, Freeway Bureau (Taiwan)]
  • A. Taipei road network
    The Taipei road network is an extensive urban transportation system of highways, arterial roads, bridges, and streets that supports the dense traffic and connectivity needs of Taiwan’s capital city.
  • B. Freeway 1
    Freeway 1 is a major north–south expressway in Taiwan that connects key urban areas, including parts of New Taipei City such as Sanchong District.
  • C. Taipei bus network
    The Taipei bus network is an extensive public transportation system in Taipei that connects major districts, landmarks, and transit hubs through numerous bus routes.
  • D. Taiwan provincial highway system
    The Taiwan provincial highway system is a network of major roads managed at the provincial level that connects cities, towns, and rural areas across Taiwan, complementing the national freeway system.
  • E. Keiji Bypass
    Keiji Bypass is a major expressway in Japan that serves as a key bypass route around the Kyoto–Osaka area to alleviate traffic congestion and improve regional connectivity.
  • 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: Freeway Bureau (Taiwan)
Triple: [Ministry of Transportation and Communications (Taiwan), oversees, Freeway Bureau (Taiwan)]
Generated description
The Freeway Bureau (Taiwan) is the government agency responsible for planning, constructing, maintaining, and managing Taiwan’s national freeway network.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Freeway Bureau (Taiwan)
Target entity description: The Freeway Bureau (Taiwan) is the government agency responsible for planning, constructing, maintaining, and managing Taiwan’s national freeway network.
  • A. Taipei road network
    The Taipei road network is an extensive urban transportation system of highways, arterial roads, bridges, and streets that supports the dense traffic and connectivity needs of Taiwan’s capital city.
  • B. Freeway 1
    Freeway 1 is a major north–south expressway in Taiwan that connects key urban areas, including parts of New Taipei City such as Sanchong District.
  • C. Taipei bus network
    The Taipei bus network is an extensive public transportation system in Taipei that connects major districts, landmarks, and transit hubs through numerous bus routes.
  • D. Taiwan provincial highway system
    The Taiwan provincial highway system is a network of major roads managed at the provincial level that connects cities, towns, and rural areas across Taiwan, complementing the national freeway system.
  • E. Keiji Bypass
    Keiji Bypass is a major expressway in Japan that serves as a key bypass route around the Kyoto–Osaka area to alleviate traffic congestion and improve regional connectivity.
  • 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_69d85cd035a48190b73d5579ab73969a completed April 10, 2026, 2:13 a.m.
NER Named-entity recognition batch_69e04ed400ec8190a14a9f7cf3092865 completed April 16, 2026, 2:52 a.m.
NED1 Entity disambiguation (via context triple) batch_69ff5f4d49188190855a895c5844dee0 completed May 9, 2026, 4:22 p.m.
NEDg Description generation batch_69ff614906cc81909d978d8645045af3 completed May 9, 2026, 4:31 p.m.
NED2 Entity disambiguation (via description) batch_69ff61b3b3f08190a2a1e1010684a316 completed May 9, 2026, 4:32 p.m.
Created at: April 10, 2026, 4:15 a.m.