Triple

T9955123

Position	Surface form	Disambiguated ID	Type / Status
Subject	Bangkok Port	`E195427`	entity
Predicate	governingBody	`P46`	FINISHED
Object	Ministry of Transport of Thailand The Ministry of Transport of Thailand is the national government agency responsible for overseeing the country’s transportation systems and infrastructure, including road, rail, air, and maritime sectors.	`E832626`	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: Ministry of Transport of Thailand | Statement: [Bangkok Port, governingBody, Ministry of Transport of Thailand]

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

Target entity: Ministry of Transport of Thailand
Context triple: [Bangkok Port, governingBody, Ministry of Transport of Thailand]

A. Mass Rapid Transit Authority of Thailand
The Mass Rapid Transit Authority of Thailand is a state enterprise responsible for developing, operating, and overseeing urban rail transit systems in Thailand, particularly in Bangkok.
B. Port Authority of Thailand
The Port Authority of Thailand is a state enterprise responsible for managing and developing major commercial seaports across Thailand, including key deep-sea facilities.
C. Ministry of Interior of Thailand
The Ministry of Interior of Thailand is a key government ministry responsible for internal administration, local governance, public security, and oversight of provincial and municipal authorities across the country.
D. Department of Airports (Thailand)
The Department of Airports (Thailand) is a Thai government agency responsible for managing and operating numerous regional and domestic airports across the country.
E. Bangkok Expressway and Metro Public Company Limited
Bangkok Expressway and Metro Public Company Limited is a major Thai infrastructure company that develops and operates urban rail transit and expressway systems in Bangkok.
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: Ministry of Transport of Thailand
Triple: [Bangkok Port, governingBody, Ministry of Transport of Thailand]

Generated description

The Ministry of Transport of Thailand is the national government agency responsible for overseeing the country’s transportation systems and infrastructure, including road, rail, air, and maritime sectors.

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

Target entity: Ministry of Transport of Thailand
Target entity description: The Ministry of Transport of Thailand is the national government agency responsible for overseeing the country’s transportation systems and infrastructure, including road, rail, air, and maritime sectors.

A. Mass Rapid Transit Authority of Thailand
The Mass Rapid Transit Authority of Thailand is a state enterprise responsible for developing, operating, and overseeing urban rail transit systems in Thailand, particularly in Bangkok.
B. Port Authority of Thailand
The Port Authority of Thailand is a state enterprise responsible for managing and developing major commercial seaports across Thailand, including key deep-sea facilities.
C. Ministry of Interior of Thailand
The Ministry of Interior of Thailand is a key government ministry responsible for internal administration, local governance, public security, and oversight of provincial and municipal authorities across the country.
D. Department of Airports (Thailand)
The Department of Airports (Thailand) is a Thai government agency responsible for managing and operating numerous regional and domestic airports across the country.
E. Bangkok Expressway and Metro Public Company Limited
Bangkok Expressway and Metro Public Company Limited is a major Thai infrastructure company that develops and operates urban rail transit and expressway systems in Bangkok.
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_69ca82eaaa008190a54fa1a9f954b9ad`	completed	March 30, 2026, 2:04 p.m.
NER	Named-entity recognition	`batch_69cdb69631d08190ab2b1d1c22d46da7`	completed	April 2, 2026, 12:21 a.m.
NED1	Entity disambiguation (via context triple)	`batch_69d23d6743c481908a2040eb9d260b4a`	completed	April 5, 2026, 10:45 a.m.
NEDg	Description generation	`batch_69d23e6ca3908190b7ad7b932ab35ad7`	completed	April 5, 2026, 10:50 a.m.
NED2	Entity disambiguation (via description)	`batch_69d241020074819092bc2deea85a6ac0`	completed	April 5, 2026, 11:01 a.m.

Created at: March 30, 2026, 8:46 p.m.