Triple

T4325814
Position Surface form Disambiguated ID Type / Status
Subject mod_wsgi E96631 entity
Predicate createdBy P806 FINISHED
Object Graham Dumpleton
Graham Dumpleton is a software engineer and open-source developer best known for creating and maintaining mod_wsgi, a popular Apache module for hosting Python web applications.
E430991 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: Graham Dumpleton | Statement: [mod_wsgi, createdBy, Graham Dumpleton]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Graham Dumpleton
Context triple: [mod_wsgi, createdBy, Graham Dumpleton]
  • A. Nigel Shadbolt
    Nigel Shadbolt is a British computer scientist and artificial intelligence researcher known for his leading role in promoting open data and digital governance.
  • B. David J. Wetherall
    David J. Wetherall is a computer scientist and academic known for his influential work and textbooks in computer networking.
  • C. Graeme C. Gibson
    Graeme C. Gibson is a Canadian novelist, environmentalist, and cultural advocate known for his contributions to Canadian literature and his role in founding the Writers' Union of Canada.
  • D. Douglas Slocombe
    Douglas Slocombe was a renowned British cinematographer celebrated for his work on numerous classic films, including major entries in the Indiana Jones series.
  • E. Stephen Trott
    Stephen Trott is an American lawyer and former federal official who later served as a judge on the U.S. Court of Appeals for the Ninth Circuit.
  • 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: Graham Dumpleton
Triple: [mod_wsgi, createdBy, Graham Dumpleton]
Generated description
Graham Dumpleton is a software engineer and open-source developer best known for creating and maintaining mod_wsgi, a popular Apache module for hosting Python web applications.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Graham Dumpleton
Target entity description: Graham Dumpleton is a software engineer and open-source developer best known for creating and maintaining mod_wsgi, a popular Apache module for hosting Python web applications.
  • A. Nigel Shadbolt
    Nigel Shadbolt is a British computer scientist and artificial intelligence researcher known for his leading role in promoting open data and digital governance.
  • B. David J. Wetherall
    David J. Wetherall is a computer scientist and academic known for his influential work and textbooks in computer networking.
  • C. Graeme C. Gibson
    Graeme C. Gibson is a Canadian novelist, environmentalist, and cultural advocate known for his contributions to Canadian literature and his role in founding the Writers' Union of Canada.
  • D. Douglas Slocombe
    Douglas Slocombe was a renowned British cinematographer celebrated for his work on numerous classic films, including major entries in the Indiana Jones series.
  • E. Stephen Trott
    Stephen Trott is an American lawyer and former federal official who later served as a judge on the U.S. Court of Appeals for the Ninth Circuit.
  • 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_69b34542fd908190b11b08faad8decfd completed March 12, 2026, 10:59 p.m.
NER Named-entity recognition batch_69b3513020f481909ff2fec3934f3002 completed March 12, 2026, 11:50 p.m.
NED1 Entity disambiguation (via context triple) batch_69b5d09861a4819086a88bb42a8ea2e4 completed March 14, 2026, 9:18 p.m.
NEDg Description generation batch_69b5d11a30a08190b9f58fadd2415559 completed March 14, 2026, 9:20 p.m.
NED2 Entity disambiguation (via description) batch_69b5d194975481908b029ab106223c6c completed March 14, 2026, 9:22 p.m.
Created at: March 12, 2026, 11:13 p.m.