Triple
T14890649
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | PhpStorm |
E359744
|
entity |
| Predicate | supportsTechnology |
P5090
|
FINISHED |
| Object |
Behat
Behat is a behavior-driven development (BDD) framework for PHP that lets developers write human-readable tests describing application behavior.
|
E1125813
|
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: Behat | Statement: [PhpStorm, supportsTechnology, Behat]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Behat Context triple: [PhpStorm, supportsTechnology, Behat]
-
A.
Concordion
Concordion is a specification-by-example testing framework for Java that lets you write executable acceptance tests in plain English within HTML documents.
-
B.
BDD
BDD (Behavior-Driven Development) is a software development approach that emphasizes collaboration between developers, testers, and business stakeholders by defining system behavior through human-readable, example-based specifications.
-
C.
RSpec Story Runner (early BDD tools)
RSpec Story Runner was an early behavior-driven development tool for Ruby that introduced a narrative, story-based style of specifying application behavior before it evolved into RSpec’s more familiar example-based syntax.
-
D.
PHPUnit
PHPUnit is a widely used unit testing framework for PHP that provides tools for writing, organizing, and running automated tests.
-
E.
Framework for Integrated Test (FIT)
Framework for Integrated Test (FIT) is an early agile testing framework that lets customers, testers, and developers collaboratively define and automatically execute executable specifications using simple, table-based documents.
- 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: Behat Triple: [PhpStorm, supportsTechnology, Behat]
Generated description
Behat is a behavior-driven development (BDD) framework for PHP that lets developers write human-readable tests describing application behavior.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Behat Target entity description: Behat is a behavior-driven development (BDD) framework for PHP that lets developers write human-readable tests describing application behavior.
-
A.
Concordion
Concordion is a specification-by-example testing framework for Java that lets you write executable acceptance tests in plain English within HTML documents.
-
B.
BDD
BDD (Behavior-Driven Development) is a software development approach that emphasizes collaboration between developers, testers, and business stakeholders by defining system behavior through human-readable, example-based specifications.
-
C.
RSpec Story Runner (early BDD tools)
RSpec Story Runner was an early behavior-driven development tool for Ruby that introduced a narrative, story-based style of specifying application behavior before it evolved into RSpec’s more familiar example-based syntax.
-
D.
PHPUnit
PHPUnit is a widely used unit testing framework for PHP that provides tools for writing, organizing, and running automated tests.
-
E.
Framework for Integrated Test (FIT)
Framework for Integrated Test (FIT) is an early agile testing framework that lets customers, testers, and developers collaboratively define and automatically execute executable specifications using simple, table-based documents.
- 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_69d827980cbc8190a0c569ae3940a1d9 |
completed | April 9, 2026, 10:26 p.m. |
| NER | Named-entity recognition | batch_69ded5f883288190af602633fa7d6860 |
completed | April 15, 2026, 12:04 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69fe6b61407481908a618d14c56d2abf |
completed | May 8, 2026, 11:01 p.m. |
| NEDg | Description generation | batch_69fe6e21bdf481908dba4b745ed4be65 |
completed | May 8, 2026, 11:13 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69fe6ee69860819096a2448ab813dc1d |
completed | May 8, 2026, 11:16 p.m. |
Created at: April 10, 2026, 2:10 a.m.