Triple

T4442618
Position Surface form Disambiguated ID Type / Status
Subject Ruby on Rails E96207 entity
Predicate developer P73 FINISHED
Object David Heinemeier Hansson
David Heinemeier Hansson is a Danish programmer, entrepreneur, and author best known as the creator of the Ruby on Rails web framework and co-founder of the software company Basecamp.
E440625 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: David Heinemeier Hansson | Statement: [Ruby on Rails, developer, David Heinemeier Hansson]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: David Heinemeier Hansson
Context triple: [Ruby on Rails, developer, David Heinemeier Hansson]
  • A. Ryan Dahl
    Ryan Dahl is an American software engineer best known for creating the Node.js JavaScript runtime and later the Deno runtime.
  • B. Chris Wanstrath
    Chris Wanstrath is an American software developer and entrepreneur best known as a co-founder and former CEO of the code-hosting platform GitHub.
  • C. Tom Preston-Werner
    Tom Preston-Werner is an American software developer and entrepreneur best known as a co-founder and former CEO of the code-hosting platform GitHub.
  • D. Yukihiro Matsumoto
    Yukihiro Matsumoto is a Japanese software engineer best known as the creator of the Ruby programming language and a prominent figure in the free software community.
  • E. Eric Evans
    Eric Evans is a software engineer and thought leader best known for originating and popularizing the concept of Domain-Driven Design in enterprise software development.
  • 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: David Heinemeier Hansson
Triple: [Ruby on Rails, developer, David Heinemeier Hansson]
Generated description
David Heinemeier Hansson is a Danish programmer, entrepreneur, and author best known as the creator of the Ruby on Rails web framework and co-founder of the software company Basecamp.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: David Heinemeier Hansson
Target entity description: David Heinemeier Hansson is a Danish programmer, entrepreneur, and author best known as the creator of the Ruby on Rails web framework and co-founder of the software company Basecamp.
  • A. Ryan Dahl
    Ryan Dahl is an American software engineer best known for creating the Node.js JavaScript runtime and later the Deno runtime.
  • B. Chris Wanstrath
    Chris Wanstrath is an American software developer and entrepreneur best known as a co-founder and former CEO of the code-hosting platform GitHub.
  • C. Tom Preston-Werner
    Tom Preston-Werner is an American software developer and entrepreneur best known as a co-founder and former CEO of the code-hosting platform GitHub.
  • D. Yukihiro Matsumoto
    Yukihiro Matsumoto is a Japanese software engineer best known as the creator of the Ruby programming language and a prominent figure in the free software community.
  • E. Eric Evans
    Eric Evans is a software engineer and thought leader best known for originating and popularizing the concept of Domain-Driven Design in enterprise software development.
  • 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_69b345415ba481908df738e7174448ba completed March 12, 2026, 10:59 p.m.
NER Named-entity recognition batch_69b355aef21c819088f168a23f1933a6 completed March 13, 2026, 12:09 a.m.
NED1 Entity disambiguation (via context triple) batch_69b61382d00481908b7c84f337b5cad7 completed March 15, 2026, 2:03 a.m.
NEDg Description generation batch_69b6177d1a588190991fddf506239d22 completed March 15, 2026, 2:20 a.m.
NED2 Entity disambiguation (via description) batch_69b61b6bc1448190b30d444a821bb1a5 completed March 15, 2026, 2:37 a.m.
Created at: March 12, 2026, 11:32 p.m.