Triple
T18528941
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Taylor Otwell |
E452786
|
entity |
| Predicate | speaksAt |
P10206
|
FINISHED |
| Object |
Laravel conferences
Laravel conferences are community-driven events focused on the Laravel PHP framework, featuring talks, workshops, and networking for developers in the Laravel ecosystem.
|
E1328958
|
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: Laravel conferences | Statement: [Taylor Otwell, speaksAt, Laravel conferences]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Laravel conferences Context triple: [Taylor Otwell, speaksAt, Laravel conferences]
-
A.
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.
-
B.
DrupalCon
DrupalCon is the official global conference series for the Drupal open-source community, featuring sessions, training, and collaboration among developers, designers, and users.
-
C.
Build developer conference
Build developer conference is Microsoft's annual developer-focused event where the company unveils new technologies, tools, and platform updates for Windows, Azure, and its broader ecosystem.
-
D.
Conferences
Conferences is a foundational collection of spiritual dialogues by John Cassian that explores early Christian monastic wisdom and ascetic practice.
-
E.
SymfonyWorld
SymfonyWorld is an official global conference and community gathering focused on the Symfony PHP framework and its ecosystem.
- 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: Laravel conferences Triple: [Taylor Otwell, speaksAt, Laravel conferences]
Generated description
Laravel conferences are community-driven events focused on the Laravel PHP framework, featuring talks, workshops, and networking for developers in the Laravel ecosystem.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Laravel conferences Target entity description: Laravel conferences are community-driven events focused on the Laravel PHP framework, featuring talks, workshops, and networking for developers in the Laravel ecosystem.
-
A.
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.
-
B.
DrupalCon
DrupalCon is the official global conference series for the Drupal open-source community, featuring sessions, training, and collaboration among developers, designers, and users.
-
C.
Build developer conference
Build developer conference is Microsoft's annual developer-focused event where the company unveils new technologies, tools, and platform updates for Windows, Azure, and its broader ecosystem.
-
D.
Conferences
Conferences is a foundational collection of spiritual dialogues by John Cassian that explores early Christian monastic wisdom and ascetic practice.
-
E.
SymfonyWorld
SymfonyWorld is an official global conference and community gathering focused on the Symfony PHP framework and its ecosystem.
- 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_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.