Triple

T14343376
Position Surface form Disambiguated ID Type / Status
Subject ScalaTest E355655 entity
Predicate supportsTestingStyle P93450 FINISHED
Object AsyncFeatureSpec
AsyncFeatureSpec is a ScalaTest testing style that lets you write asynchronous, behavior-driven feature specifications using a clear, narrative structure.
 E1094387 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: AsyncFeatureSpec | Statement: [ScalaTest, supportsTestingStyle, AsyncFeatureSpec]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: AsyncFeatureSpec
Context triple: [ScalaTest, supportsTestingStyle, AsyncFeatureSpec]
  • 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. Action Cable
    Action Cable is the Ruby on Rails framework component that enables real-time, WebSocket-based features to be integrated into Rails applications.
  • C. SuiteFlow
    SuiteFlow is NetSuite’s workflow automation tool that lets users design and manage custom business processes without coding.
  • D. 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.
  • E. 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.
  • 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: AsyncFeatureSpec
Triple: [ScalaTest, supportsTestingStyle, AsyncFeatureSpec]
Generated description
AsyncFeatureSpec is a ScalaTest testing style that lets you write asynchronous, behavior-driven feature specifications using a clear, narrative structure.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: AsyncFeatureSpec
Target entity description: AsyncFeatureSpec is a ScalaTest testing style that lets you write asynchronous, behavior-driven feature specifications using a clear, narrative structure.
  • 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. Action Cable
    Action Cable is the Ruby on Rails framework component that enables real-time, WebSocket-based features to be integrated into Rails applications.
  • C. SuiteFlow
    SuiteFlow is NetSuite’s workflow automation tool that lets users design and manage custom business processes without coding.
  • D. 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.
  • E. 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.
  • 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.