Triple
T18529801
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Laravel Spark |
E452803
|
entity |
| Predicate | technologyStack |
P21680
|
FINISHED |
| Object | Laravel ecosystem |
—
|
NE NERFINISHED |
How this triple was built (3 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: Laravel ecosystem | Statement: [Laravel Spark, technologyStack, Laravel ecosystem]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Laravel ecosystem Context triple: [Laravel Spark, technologyStack, Laravel ecosystem]
-
A.
Laravel
Laravel is a popular open-source PHP web application framework known for its elegant syntax, robust tooling, and support for rapid application development.
-
B.
Laravel developers
Laravel developers are software engineers who specialize in building web applications using the Laravel PHP framework and its ecosystem of tools and packages.
-
C.
Laravel Spark
Laravel Spark is a commercial Laravel package that provides a ready-made SaaS application scaffolding with subscription billing, team management, and authentication features.
-
D.
Laravel core team
The Laravel core team is the group of developers responsible for designing, developing, and overseeing the official Laravel PHP framework and its ecosystem.
-
E.
Laravel Nova
Laravel Nova is a premium, customizable administration panel and dashboard tool designed specifically for managing Laravel-based applications.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Laravel ecosystem Target entity description: The Laravel ecosystem is a comprehensive suite of PHP-based tools, libraries, and services centered around the Laravel framework for building modern web applications.
-
A.
Laravel
chosen
Laravel is a popular open-source PHP web application framework known for its elegant syntax, robust tooling, and support for rapid application development.
-
B.
Laravel developers
Laravel developers are software engineers who specialize in building web applications using the Laravel PHP framework and its ecosystem of tools and packages.
-
C.
Laravel Spark
Laravel Spark is a commercial Laravel package that provides a ready-made SaaS application scaffolding with subscription billing, team management, and authentication features.
-
D.
Laravel core team
The Laravel core team is the group of developers responsible for designing, developing, and overseeing the official Laravel PHP framework and its ecosystem.
-
E.
Laravel Nova
Laravel Nova is a premium, customizable administration panel and dashboard tool designed specifically for managing Laravel-based applications.
- F. None of above.
Provenance (2 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_69e533fb940c81909d4ad9fc37f47829 |
completed | April 19, 2026, 7:58 p.m. |
Created at: April 10, 2026, 11:37 a.m.