Triple
T4555423
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Symfony |
E120465
|
entity |
| Predicate | ecosystem |
P964
|
FINISHED |
| Object |
Symfony Flex
Symfony Flex is a modern dependency management and automation tool for Symfony applications that streamlines installing, configuring, and updating bundles and packages.
|
E452834
|
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: Symfony Flex | Statement: [Symfony, ecosystem, Symfony Flex]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Symfony Flex Context triple: [Symfony, ecosystem, Symfony Flex]
-
A.
Symfony
Symfony is a popular open-source PHP framework used for building scalable, high-performance web applications and reusable components.
-
B.
Flexity product platform
The Flexity product platform is Bombardier’s family of modular light rail and tram vehicles designed for urban and suburban public transit systems worldwide.
-
C.
Phoenix Framework
Phoenix Framework is an Elixir-based web development framework known for its high performance, real-time capabilities, and productive developer experience inspired by Ruby on Rails.
-
D.
Doctrine Branch
Doctrine Branch is a specialized unit within the U.S. Marine Corps responsible for developing, writing, and updating official warfighting doctrine and related publications.
-
E.
Laravel
Laravel is a popular open-source PHP web application framework known for its elegant syntax, robust tooling, and support for rapid application development.
- 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: Symfony Flex Triple: [Symfony, ecosystem, Symfony Flex]
Generated description
Symfony Flex is a modern dependency management and automation tool for Symfony applications that streamlines installing, configuring, and updating bundles and packages.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Symfony Flex Target entity description: Symfony Flex is a modern dependency management and automation tool for Symfony applications that streamlines installing, configuring, and updating bundles and packages.
-
A.
Symfony
Symfony is a popular open-source PHP framework used for building scalable, high-performance web applications and reusable components.
-
B.
Flexity product platform
The Flexity product platform is Bombardier’s family of modular light rail and tram vehicles designed for urban and suburban public transit systems worldwide.
-
C.
Phoenix Framework
Phoenix Framework is an Elixir-based web development framework known for its high performance, real-time capabilities, and productive developer experience inspired by Ruby on Rails.
-
D.
Doctrine Branch
Doctrine Branch is a specialized unit within the U.S. Marine Corps responsible for developing, writing, and updating official warfighting doctrine and related publications.
-
E.
Laravel
Laravel is a popular open-source PHP web application framework known for its elegant syntax, robust tooling, and support for rapid application development.
- 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_69bd4636f1648190a701445c2fcd9c17 |
completed | March 20, 2026, 1:05 p.m. |
| NER | Named-entity recognition | batch_69bd5813af948190b10b02dadf6496bf |
completed | March 20, 2026, 2:22 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69bdc57d59f88190857cbda79caf3c38 |
completed | March 20, 2026, 10:09 p.m. |
| NEDg | Description generation | batch_69bdc8a14ca88190b4104c113e150edd |
completed | March 20, 2026, 10:22 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69bdc95f7064819081c69df00a869c31 |
completed | March 20, 2026, 10:25 p.m. |
Created at: March 20, 2026, 1:09 p.m.