Triple

T3267431
Position Surface form Disambiguated ID Type / Status
Subject BESIX E68559 entity
Predicate notableProject P4 FINISHED
Object Doha Expressway projects
The Doha Expressway projects are major infrastructure developments in Qatar aimed at expanding and modernizing the road network to improve traffic flow and connectivity in and around Doha.
 E341351 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: Doha Expressway projects | Statement: [BESIX, notableProject, Doha Expressway projects]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Doha Expressway projects
Context triple: [BESIX, notableProject, Doha Expressway projects]
  • A. Abu Dhabi–Dubai highway
    The Abu Dhabi–Dubai highway is a major arterial road in the United Arab Emirates that links the capital Abu Dhabi with the city of Dubai and serves as a key route for commuters and intercity travel.
  • B. Dubai Creek extension corridor
    The Dubai Creek extension corridor is a major waterfront development zone in Dubai that extends the historic Dubai Creek inland, integrating new commercial, residential, and leisure districts such as Business Bay.
  • C. Dubai Rapid Link consortium
    The Dubai Rapid Link consortium is a multinational partnership of engineering and construction firms responsible for designing and building Dubai’s driverless metro system.
  • D. Sultan Qaboos Highway
    Sultan Qaboos Highway is a major arterial roadway in Oman that serves as one of the primary transportation routes through the capital city, Muscat.
  • E. Dubai Logistics Corridor
    Dubai Logistics Corridor is an integrated multimodal transport and logistics hub in Dubai that links sea, air, and land infrastructure to streamline regional and global trade.
  • 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: Doha Expressway projects
Triple: [BESIX, notableProject, Doha Expressway projects]
Generated description
The Doha Expressway projects are major infrastructure developments in Qatar aimed at expanding and modernizing the road network to improve traffic flow and connectivity in and around Doha.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Doha Expressway projects
Target entity description: The Doha Expressway projects are major infrastructure developments in Qatar aimed at expanding and modernizing the road network to improve traffic flow and connectivity in and around Doha.
  • A. Abu Dhabi–Dubai highway
    The Abu Dhabi–Dubai highway is a major arterial road in the United Arab Emirates that links the capital Abu Dhabi with the city of Dubai and serves as a key route for commuters and intercity travel.
  • B. Dubai Creek extension corridor
    The Dubai Creek extension corridor is a major waterfront development zone in Dubai that extends the historic Dubai Creek inland, integrating new commercial, residential, and leisure districts such as Business Bay.
  • C. Dubai Rapid Link consortium
    The Dubai Rapid Link consortium is a multinational partnership of engineering and construction firms responsible for designing and building Dubai’s driverless metro system.
  • D. Sultan Qaboos Highway
    Sultan Qaboos Highway is a major arterial roadway in Oman that serves as one of the primary transportation routes through the capital city, Muscat.
  • E. Dubai Logistics Corridor
    Dubai Logistics Corridor is an integrated multimodal transport and logistics hub in Dubai that links sea, air, and land infrastructure to streamline regional and global trade.
  • 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_69ad8590444081909e8107a8aeef3a23 completed March 8, 2026, 2:20 p.m.
NER Named-entity recognition batch_69adafce46dc8190a157e4f5012baed5 completed March 8, 2026, 5:20 p.m.
NED1 Entity disambiguation (via context triple) batch_69b28ef261ec819091c62620765e2cef completed March 12, 2026, 10:01 a.m.
NEDg Description generation batch_69b28f9efe408190bcb1e16931b2fe62 completed March 12, 2026, 10:04 a.m.
NED2 Entity disambiguation (via description) batch_69b2a8b873b081909bbb5de329e45169 completed March 12, 2026, 11:51 a.m.
Created at: March 8, 2026, 3:09 p.m.