Triple
T18528883
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Mambo |
E452785
|
entity |
| Predicate | deploymentEnvironment |
P853
|
FINISHED |
| Object |
WAMP stack
WAMP stack is a Windows-based web development platform that bundles the Apache web server, MySQL database, and PHP scripting language for building and running 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: WAMP stack | Statement: [Mambo, deploymentEnvironment, WAMP stack]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: WAMP stack Context triple: [Mambo, deploymentEnvironment, WAMP stack]
-
A.
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.
-
B.
LAMMP
LAMMP is a former political coalition in the Philippines that united several parties and politicians in opposition during the late 1990s.
-
C.
LAMP
LAMP is a far-ultraviolet spectrograph aboard NASA’s Lunar Reconnaissance Orbiter used to study the Moon’s surface composition and tenuous exosphere, especially in permanently shadowed regions.
-
D.
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.
-
E.
Apache
"Apache" is a pioneering early hip hop track by The Sugarhill Gang, famous for its infectious breakbeat and lasting influence on DJ culture and breakdancing.
- 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: WAMP stack Triple: [Mambo, deploymentEnvironment, WAMP stack]
Generated description
WAMP stack is a Windows-based web development platform that bundles the Apache web server, MySQL database, and PHP scripting language for building and running dynamic websites and applications.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: WAMP stack Target entity description: WAMP stack is a Windows-based web development platform that bundles the Apache web server, MySQL database, and PHP scripting language for building and running dynamic websites and applications.
-
A.
LAMP stack
chosen
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.
-
B.
LAMMP
LAMMP is a former political coalition in the Philippines that united several parties and politicians in opposition during the late 1990s.
-
C.
LAMP
LAMP is a far-ultraviolet spectrograph aboard NASA’s Lunar Reconnaissance Orbiter used to study the Moon’s surface composition and tenuous exosphere, especially in permanently shadowed regions.
-
D.
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.
-
E.
Apache
"Apache" is a pioneering early hip hop track by The Sugarhill Gang, famous for its infectious breakbeat and lasting influence on DJ culture and breakdancing.
- F. None of above.
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_69d8d387b5548190aa030dad2cb4947e |
completed | April 10, 2026, 10:40 a.m. |
| NER | Named-entity recognition | batch_69e533fad2d081908395914d6a6b4eb1 |
completed | April 19, 2026, 7:58 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a049178ea1c819085480137adfb3841 |
completed | May 13, 2026, 2:58 p.m. |
| NEDg | Description generation | batch_6a04921b1a508190b8bb6d6c4597ab99 |
completed | May 13, 2026, 3 p.m. |
| NED2 | Entity disambiguation (via description) | batch_6a0492ba4ea08190b59510b221ad5d21 |
completed | May 13, 2026, 3:03 p.m. |
Created at: April 10, 2026, 11:37 a.m.