Triple

T4278974
Position Surface form Disambiguated ID Type / Status
Subject Michael Widenius E97105 entity
Predicate associatedWith P37 FINISHED
Object LAMP stack
The LAMP stack is a popular open-source web development platform consisting of Linux, Apache, MySQL, and PHP (or Perl/Python) used to build and deploy dynamic websites and applications.
E427664 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: LAMP stack | Statement: [Michael Widenius, associatedWith, LAMP stack]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: LAMP stack
Context triple: [Michael Widenius, associatedWith, LAMP stack]
  • A. Apache
    The Apache are a group of culturally related Native American peoples of the Southwestern United States, known for their distinct languages, nomadic traditions, and resistance to colonial expansion.
  • B. NCSA HTTPd
    NCSA HTTPd was one of the earliest and most influential web server software programs, developed at the National Center for Supercomputing Applications and serving as a foundation for later servers like Apache.
  • C. Active Server Pages (ASP)
    Active Server Pages (ASP) is Microsoft's original server-side scripting technology for dynamically generating web pages, primarily using VBScript and running on Internet Information Services (IIS).
  • D. IIS
    IIS is the Institute of Industrial Science, a leading research institute of the University of Tokyo focused on advanced science and engineering.
  • E. IIS
    IIS (Internet Information Services) is Microsoft's extensible, secure, and high-performance web server platform for hosting websites and web applications on Windows.
  • 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: LAMP stack
Triple: [Michael Widenius, associatedWith, LAMP stack]
Generated description
The LAMP stack is a popular open-source web development platform consisting of Linux, Apache, MySQL, and PHP (or Perl/Python) used to build and deploy dynamic websites and applications.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: LAMP stack
Target entity description: The LAMP stack is a popular open-source web development platform consisting of Linux, Apache, MySQL, and PHP (or Perl/Python) used to build and deploy dynamic websites and applications.
  • A. Apache
    The Apache are a group of culturally related Native American peoples of the Southwestern United States, known for their distinct languages, nomadic traditions, and resistance to colonial expansion.
  • B. NCSA HTTPd
    NCSA HTTPd was one of the earliest and most influential web server software programs, developed at the National Center for Supercomputing Applications and serving as a foundation for later servers like Apache.
  • C. Active Server Pages (ASP)
    Active Server Pages (ASP) is Microsoft's original server-side scripting technology for dynamically generating web pages, primarily using VBScript and running on Internet Information Services (IIS).
  • D. IIS
    IIS is the Institute of Industrial Science, a leading research institute of the University of Tokyo focused on advanced science and engineering.
  • E. IIS
    IIS (Internet Information Services) is Microsoft's extensible, secure, and high-performance web server platform for hosting websites and web applications on Windows.
  • 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_69b34544be3c819084d1ab82d29f90c5 completed March 12, 2026, 10:59 p.m.
NER Named-entity recognition batch_69b350201ac88190b9d8980da5f0d03d completed March 12, 2026, 11:45 p.m.
NED1 Entity disambiguation (via context triple) batch_69b5b7b708b481908c1683741f84ee55 completed March 14, 2026, 7:32 p.m.
NEDg Description generation batch_69b5bb84ed808190891f2a75296c11c6 completed March 14, 2026, 7:48 p.m.
NED2 Entity disambiguation (via description) batch_69b5bc392228819089fe64b55bb572cc completed March 14, 2026, 7:51 p.m.
Created at: March 12, 2026, 11:07 p.m.