Triple

T16625737
Position Surface form Disambiguated ID Type / Status
Subject Ministry of Transport of Iraq E403938 entity
Predicate oversees P46 FINISHED
Object Iraqi Republic Railways
Iraqi Republic Railways is Iraq’s state-owned national railway operator, responsible for managing and operating the country’s rail transport network.
E1224724 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: Iraqi Republic Railways | Statement: [Ministry of Transport of Iraq, oversees, Iraqi Republic Railways]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Iraqi Republic Railways
Context triple: [Ministry of Transport of Iraq, oversees, Iraqi Republic Railways]
  • A. Saudi Railways Organization
    The Saudi Railways Organization is a Saudi government entity responsible for developing, operating, and overseeing key railway infrastructure and services in the Kingdom.
  • B. Etihad Rail network
    The Etihad Rail network is the United Arab Emirates’ national railway system designed to link key industrial, commercial, and population centers across the country and connect to wider Gulf rail corridors.
  • C. Baghdad Railway
    The Baghdad Railway was a major early 20th-century rail project intended to link Berlin with the Persian Gulf via Anatolia and Mesopotamia, symbolizing German influence and imperial ambitions in the Ottoman Empire.
  • D. Islamic Republic of Iran Railways
    Islamic Republic of Iran Railways is Iran’s state-owned national railway company responsible for operating and managing the country’s rail transport network.
  • E. Palestine Railways
    Palestine Railways was the state-owned railway system that operated under British administration in Mandatory Palestine, providing key passenger and freight transport across the region in the early to mid-20th century.
  • 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: Iraqi Republic Railways
Triple: [Ministry of Transport of Iraq, oversees, Iraqi Republic Railways]
Generated description
Iraqi Republic Railways is Iraq’s state-owned national railway operator, responsible for managing and operating the country’s rail transport network.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Iraqi Republic Railways
Target entity description: Iraqi Republic Railways is Iraq’s state-owned national railway operator, responsible for managing and operating the country’s rail transport network.
  • A. Saudi Railways Organization
    The Saudi Railways Organization is a Saudi government entity responsible for developing, operating, and overseeing key railway infrastructure and services in the Kingdom.
  • B. Etihad Rail network
    The Etihad Rail network is the United Arab Emirates’ national railway system designed to link key industrial, commercial, and population centers across the country and connect to wider Gulf rail corridors.
  • C. Baghdad Railway
    The Baghdad Railway was a major early 20th-century rail project intended to link Berlin with the Persian Gulf via Anatolia and Mesopotamia, symbolizing German influence and imperial ambitions in the Ottoman Empire.
  • D. Islamic Republic of Iran Railways
    Islamic Republic of Iran Railways is Iran’s state-owned national railway company responsible for operating and managing the country’s rail transport network.
  • E. Palestine Railways
    Palestine Railways was the state-owned railway system that operated under British administration in Mandatory Palestine, providing key passenger and freight transport across the region in the early to mid-20th century.
  • 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_69d883897eb481909eaaa088ba9918d9 completed April 10, 2026, 4:58 a.m.
NER Named-entity recognition batch_69e37551cd888190becc21deba87980d completed April 18, 2026, 12:13 p.m.
NED1 Entity disambiguation (via context triple) batch_6a007db866e48190886aec7658835543 completed May 10, 2026, 12:44 p.m.
NEDg Description generation batch_6a007ee625c48190a7a97f34d5788808 completed May 10, 2026, 12:49 p.m.
NED2 Entity disambiguation (via description) batch_6a007f75e7e48190ac5cf912cca60d9c completed May 10, 2026, 12:52 p.m.
Created at: April 10, 2026, 5:17 a.m.