Triple

T14343322
Position Surface form Disambiguated ID Type / Status
Subject Play Framework E355654 entity
Predicate supports P516 FINISHED
Object Twirl template engine
Twirl template engine is a Scala-based HTML templating system used to generate dynamic web pages, notably integrated into the Play Framework.
 E1094373 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: Twirl template engine | Statement: [Play Framework, supports, Twirl template engine]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Twirl template engine
Context triple: [Play Framework, supports, Twirl template engine]
  • A. jade template engine (now Pug)
    Jade (now known as Pug) is a high-performance, whitespace-sensitive templating engine for Node.js and web applications that uses a concise, indentation-based syntax to generate HTML.
  • B. Twig
    Twig is a modern, secure, and flexible templating engine for PHP, widely used to separate presentation from application logic in frameworks like Symfony.
  • C. Slim Twig-View
    Slim Twig-View is an extension for the Slim PHP framework that integrates the Twig templating engine to render views in Slim applications.
  • D. Nunjucks
    Nunjucks is a powerful JavaScript templating engine, inspired by Jinja2, commonly used to generate dynamic HTML in web applications and design systems.
  • E. Velocity templates
    Velocity templates are text-based templates used with the Apache Velocity engine to generate dynamic content, typically for web pages, emails, or code.
  • 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: Twirl template engine
Triple: [Play Framework, supports, Twirl template engine]
Generated description
Twirl template engine is a Scala-based HTML templating system used to generate dynamic web pages, notably integrated into the Play Framework.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Twirl template engine
Target entity description: Twirl template engine is a Scala-based HTML templating system used to generate dynamic web pages, notably integrated into the Play Framework.
  • A. jade template engine (now Pug)
    Jade (now known as Pug) is a high-performance, whitespace-sensitive templating engine for Node.js and web applications that uses a concise, indentation-based syntax to generate HTML.
  • B. Twig
    Twig is a modern, secure, and flexible templating engine for PHP, widely used to separate presentation from application logic in frameworks like Symfony.
  • C. Slim Twig-View
    Slim Twig-View is an extension for the Slim PHP framework that integrates the Twig templating engine to render views in Slim applications.
  • D. Nunjucks
    Nunjucks is a powerful JavaScript templating engine, inspired by Jinja2, commonly used to generate dynamic HTML in web applications and design systems.
  • E. Velocity templates
    Velocity templates are text-based templates used with the Apache Velocity engine to generate dynamic content, typically for web pages, emails, or code.
  • 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_69d82790a7e08190877e2d349b2e8d8e completed April 9, 2026, 10:26 p.m.
NER Named-entity recognition batch_69de8e89ed9c8190acdb647ee618e919 completed April 14, 2026, 6:59 p.m.
NED1 Entity disambiguation (via context triple) batch_69fd469d899081909103563f209dd944 completed May 8, 2026, 2:12 a.m.
NEDg Description generation batch_69fd47fa764c8190b1d691f5847b7a05 completed May 8, 2026, 2:18 a.m.
NED2 Entity disambiguation (via description) batch_69fd492226888190a014b23e506ab19c completed May 8, 2026, 2:23 a.m.
Created at: April 10, 2026, 1:14 a.m.