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.