Triple

T13047405
Position Surface form Disambiguated ID Type / Status
Subject Northeastern railway line of Thailand E327358 entity
Predicate branchLine P88670 FINISHED
Object Nakhon Ratchasima–Ubon Ratchathani branch
The Nakhon Ratchasima–Ubon Ratchathani branch is a major northeastern Thai railway route connecting the city of Nakhon Ratchasima with Ubon Ratchathani near the border with Laos and Cambodia.
E1018021 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: Nakhon Ratchasima–Ubon Ratchathani branch | Statement: [Northeastern railway line of Thailand, branchLine, Nakhon Ratchasima–Ubon Ratchathani branch]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Nakhon Ratchasima–Ubon Ratchathani branch
Context triple: [Northeastern railway line of Thailand, branchLine, Nakhon Ratchasima–Ubon Ratchathani branch]
  • A. Ubon Ratchathani Province
    Ubon Ratchathani Province is a large province in northeastern Thailand known for its location along the Mekong River, rich Isan culture, and important Buddhist temples and festivals.
  • B. Nong Khai–Thanaleng railway
    The Nong Khai–Thanaleng railway is a short international rail link connecting northeastern Thailand with Laos, serving as a key cross-border transport route between the two countries.
  • C. Ubon Ratchathani
    Ubon Ratchathani is a major city in northeastern Thailand known for its rich Isan culture, Buddhist temples, and annual candle festival.
  • D. Southern Line railway of Thailand
    The Southern Line railway of Thailand is a major rail corridor that runs from Bangkok down the Malay Peninsula, connecting numerous provinces and towns in southern Thailand.
  • E. Nakhon Ratchasima Province
    Nakhon Ratchasima Province is a large northeastern province of Thailand, often considered the gateway to the Isan region and known for its mix of urban centers, historical sites, and national parks.
  • 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: Nakhon Ratchasima–Ubon Ratchathani branch
Triple: [Northeastern railway line of Thailand, branchLine, Nakhon Ratchasima–Ubon Ratchathani branch]
Generated description
The Nakhon Ratchasima–Ubon Ratchathani branch is a major northeastern Thai railway route connecting the city of Nakhon Ratchasima with Ubon Ratchathani near the border with Laos and Cambodia.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Nakhon Ratchasima–Ubon Ratchathani branch
Target entity description: The Nakhon Ratchasima–Ubon Ratchathani branch is a major northeastern Thai railway route connecting the city of Nakhon Ratchasima with Ubon Ratchathani near the border with Laos and Cambodia.
  • A. Ubon Ratchathani Province
    Ubon Ratchathani Province is a large province in northeastern Thailand known for its location along the Mekong River, rich Isan culture, and important Buddhist temples and festivals.
  • B. Nong Khai–Thanaleng railway
    The Nong Khai–Thanaleng railway is a short international rail link connecting northeastern Thailand with Laos, serving as a key cross-border transport route between the two countries.
  • C. Ubon Ratchathani
    Ubon Ratchathani is a major city in northeastern Thailand known for its rich Isan culture, Buddhist temples, and annual candle festival.
  • D. Southern Line railway of Thailand
    The Southern Line railway of Thailand is a major rail corridor that runs from Bangkok down the Malay Peninsula, connecting numerous provinces and towns in southern Thailand.
  • E. Nakhon Ratchasima Province
    Nakhon Ratchasima Province is a large northeastern province of Thailand, often considered the gateway to the Isan region and known for its mix of urban centers, historical sites, and national parks.
  • 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_69d8076e64308190904fb5c93517c901 completed April 9, 2026, 8:09 p.m.
NER Named-entity recognition batch_69d9805125e481908ed56f708de98a9e completed April 10, 2026, 10:57 p.m.
NED1 Entity disambiguation (via context triple) batch_69f6cbd8f1308190992c0bd832e1b05e completed May 3, 2026, 4:15 a.m.
NEDg Description generation batch_69f6cd98d29c8190b33cb2cc6c477b1d completed May 3, 2026, 4:22 a.m.
NED2 Entity disambiguation (via description) batch_69f6ce2c7630819091433543dfdf8402 completed May 3, 2026, 4:25 a.m.
Created at: April 9, 2026, 8:57 p.m.