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.