Triple

T14548529
Position Surface form Disambiguated ID Type / Status
Subject Doha Expressway projects E341351 entity
Predicate relatedTo P37 FINISHED
Object Qatar National Vision 2030 E1038352 NE FINISHED

How this triple was built (2 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: Qatar National Vision 2030 | Statement: [Doha Expressway projects, relatedTo, Qatar National Vision 2030]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Qatar National Vision 2030
Context triple: [Doha Expressway projects, relatedTo, Qatar National Vision 2030]
  • A. Qatar National Vision 2030 initiatives chosen
    Qatar National Vision 2030 initiatives are a set of long-term strategic programs and reforms designed to transform Qatar into a diversified, knowledge-based, and sustainable economy by the year 2030.
  • B. Saudi Vision 2030
    Saudi Vision 2030 is Saudi Arabia’s long-term national transformation program aimed at diversifying its oil-dependent economy, modernizing society, and expanding private-sector and non-oil industries by the year 2030.
  • C. Abu Dhabi Economic Vision 2030
    Abu Dhabi Economic Vision 2030 is the emirate’s long-term strategic framework to diversify its economy beyond oil, foster sustainable growth, and develop a competitive, knowledge-based society by the year 2030.
  • D. Kuwait national development plan
    The Kuwait national development plan is a long-term government strategy aimed at transforming Kuwait into a regional financial, commercial, and logistical hub through large-scale infrastructure, economic diversification, and social development projects.
  • E. Qatar Fund for Development
    Qatar Fund for Development is Qatar’s state development agency that provides foreign aid and financing for humanitarian, educational, and economic development projects in partner countries worldwide.
  • F. None of above.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.

Provenance (3 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_69d822db9c8481908213ceb39585f792 completed April 9, 2026, 10:06 p.m.
NER Named-entity recognition batch_69deb2ed2b4c8190945bd26531c71f1f completed April 14, 2026, 9:34 p.m.
NED1 Entity disambiguation (via context triple) batch_69fd7a6344b08190a3c1124c6dd7da96 completed May 8, 2026, 5:53 a.m.
Created at: April 10, 2026, 1:23 a.m.