Triple

T15642902

Position	Surface form	Disambiguated ID	Type / Status
Subject	National Freeway 1	`E376109`	entity
Predicate	maintainedBy	`P86`	FINISHED
Object	Taiwan Area National Freeway Bureau The Taiwan Area National Freeway Bureau is a government agency in Taiwan responsible for planning, constructing, operating, and maintaining the nation’s freeway network.	`E1168187`	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: Taiwan Area National Freeway Bureau | Statement: [National Freeway 1, maintainedBy, Taiwan Area National Freeway Bureau]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: Taiwan Area National Freeway Bureau
Context triple: [National Freeway 1, maintainedBy, Taiwan Area National Freeway Bureau]

A. Ministry of Transportation and Communications (Taiwan)
The Ministry of Transportation and Communications (Taiwan) is the central government agency responsible for formulating and implementing Taiwan’s transportation, infrastructure, and communications policies.
B. Construction and Planning Agency of Taiwan
The Construction and Planning Agency of Taiwan is a central government body responsible for national land-use planning, urban development, and the management of Taiwan’s national parks and protected areas.
C. 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.
D. Taiwan Railways Administration
The Taiwan Railways Administration is the government-operated railway operator in Taiwan, providing intercity, regional, and commuter rail services across the island.
E. Taiwan’s Water Resources Agency
Taiwan’s Water Resources Agency is the central government body responsible for managing and regulating the nation’s water resources, including major reservoirs, flood control, and water supply infrastructure.
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: Taiwan Area National Freeway Bureau
Triple: [National Freeway 1, maintainedBy, Taiwan Area National Freeway Bureau]

Generated description

The Taiwan Area National Freeway Bureau is a government agency in Taiwan responsible for planning, constructing, operating, and maintaining the nation’s freeway network.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: Taiwan Area National Freeway Bureau
Target entity description: The Taiwan Area National Freeway Bureau is a government agency in Taiwan responsible for planning, constructing, operating, and maintaining the nation’s freeway network.

A. Ministry of Transportation and Communications (Taiwan)
The Ministry of Transportation and Communications (Taiwan) is the central government agency responsible for formulating and implementing Taiwan’s transportation, infrastructure, and communications policies.
B. Construction and Planning Agency of Taiwan
The Construction and Planning Agency of Taiwan is a central government body responsible for national land-use planning, urban development, and the management of Taiwan’s national parks and protected areas.
C. 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.
D. Taiwan Railways Administration
The Taiwan Railways Administration is the government-operated railway operator in Taiwan, providing intercity, regional, and commuter rail services across the island.
E. Taiwan’s Water Resources Agency
Taiwan’s Water Resources Agency is the central government body responsible for managing and regulating the nation’s water resources, including major reservoirs, flood control, and water supply infrastructure.
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_69e04ed23d688190bea996f90989d406`	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.