Triple

T8300294
Position Surface form Disambiguated ID Type / Status
Subject Wikimedia ecosystem E194333 entity
Predicate includesProject P14971 FINISHED
Object Toolforge
Toolforge is a cloud-based hosting and development platform that allows volunteers to run tools and bots that support and enhance Wikimedia projects.
E724551 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: Toolforge | Statement: [Wikimedia ecosystem, includesProject, Toolforge]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Toolforge
Context triple: [Wikimedia ecosystem, includesProject, Toolforge]
  • A. Ning
    Ning is an online platform that enables users and organizations to create their own custom social networks and communities.
  • B. Toolbx
    Toolbx is a Fedora project that provides containerized, mutable development environments on otherwise immutable operating systems.
  • C. Instructure
    Instructure is an educational technology company best known for developing the Canvas learning management system used by schools and universities worldwide.
  • D. Canvas LMS
    Canvas LMS is a widely used cloud-based learning management system designed to help schools, universities, and organizations deliver, manage, and track online and blended courses.
  • E. Desire2Learn
    Desire2Learn is a Canadian educational technology company best known for its Brightspace learning management system used by schools, universities, and businesses worldwide.
  • 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: Toolforge
Triple: [Wikimedia ecosystem, includesProject, Toolforge]
Generated description
Toolforge is a cloud-based hosting and development platform that allows volunteers to run tools and bots that support and enhance Wikimedia projects.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Toolforge
Target entity description: Toolforge is a cloud-based hosting and development platform that allows volunteers to run tools and bots that support and enhance Wikimedia projects.
  • A. Ning
    Ning is an online platform that enables users and organizations to create their own custom social networks and communities.
  • B. Toolbx
    Toolbx is a Fedora project that provides containerized, mutable development environments on otherwise immutable operating systems.
  • C. Instructure
    Instructure is an educational technology company best known for developing the Canvas learning management system used by schools and universities worldwide.
  • D. Canvas LMS
    Canvas LMS is a widely used cloud-based learning management system designed to help schools, universities, and organizations deliver, manage, and track online and blended courses.
  • E. Desire2Learn
    Desire2Learn is a Canadian educational technology company best known for its Brightspace learning management system used by schools, universities, and businesses worldwide.
  • 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_69ca82e50ebc81909aa7b260c76bd757 completed March 30, 2026, 2:04 p.m.
NER Named-entity recognition batch_69cbd11ed22c819082bf036602eaa038 completed March 31, 2026, 1:50 p.m.
NED1 Entity disambiguation (via context triple) batch_69cd68bcb43081909e3a8a00947d03f2 completed April 1, 2026, 6:49 p.m.
NEDg Description generation batch_69cd6d574ba88190a2538897d201d8c4 completed April 1, 2026, 7:09 p.m.
NED2 Entity disambiguation (via description) batch_69cd7e536724819095ad006bc0f013a4 completed April 1, 2026, 8:21 p.m.
Created at: March 30, 2026, 5:53 p.m.