Triple

T11215839
Position Surface form Disambiguated ID Type / Status
Subject Type Parameter Syntax E265437 entity
Predicate relatedTo P37 FINISHED
Object ParamSpec
ParamSpec is a Python typing construct that allows you to capture and reuse the parameter types of callable objects, enabling more precise type annotations for higher-order functions.
E911253 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: ParamSpec | Statement: [Type Parameter Syntax, relatedTo, ParamSpec]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: ParamSpec
Context triple: [Type Parameter Syntax, relatedTo, ParamSpec]
  • A. Spec#
    Spec# is a formally specified, contract-based extension of the C# programming language designed to support program verification and static checking of code correctness.
  • B. Specification P.13/36
    Specification P.13/36 was a British Air Ministry requirement issued in the 1930s that led to the development of the Handley Page Halifax heavy bomber.
  • C. PEP 484
    PEP 484 is the Python Enhancement Proposal that introduced a standard for type hints in Python, forming the basis of the language’s static typing ecosystem.
  • D. GObject
    GObject is the fundamental object system and base class library used by GTK and other GNOME technologies to provide object-oriented features in C.
  • E. Parap
    Parap is an inner-city suburb of Darwin in Australia's Northern Territory, known for its popular weekend markets and tropical, laid-back atmosphere.
  • 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: ParamSpec
Triple: [Type Parameter Syntax, relatedTo, ParamSpec]
Generated description
ParamSpec is a Python typing construct that allows you to capture and reuse the parameter types of callable objects, enabling more precise type annotations for higher-order functions.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: ParamSpec
Target entity description: ParamSpec is a Python typing construct that allows you to capture and reuse the parameter types of callable objects, enabling more precise type annotations for higher-order functions.
  • A. Spec#
    Spec# is a formally specified, contract-based extension of the C# programming language designed to support program verification and static checking of code correctness.
  • B. Specification P.13/36
    Specification P.13/36 was a British Air Ministry requirement issued in the 1930s that led to the development of the Handley Page Halifax heavy bomber.
  • C. PEP 484
    PEP 484 is the Python Enhancement Proposal that introduced a standard for type hints in Python, forming the basis of the language’s static typing ecosystem.
  • D. GObject
    GObject is the fundamental object system and base class library used by GTK and other GNOME technologies to provide object-oriented features in C.
  • E. Parap
    Parap is an inner-city suburb of Darwin in Australia's Northern Territory, known for its popular weekend markets and tropical, laid-back atmosphere.
  • 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_69d6aac59460819089b9848b27f57848 completed April 8, 2026, 7:21 p.m.
NER Named-entity recognition batch_69d7e8e8eef48190932a85784ce15c86 completed April 9, 2026, 5:59 p.m.
NED1 Entity disambiguation (via context triple) batch_69e49762e3188190ba3c0e01cf04f6a1 completed April 19, 2026, 8:50 a.m.
NEDg Description generation batch_69e49d37989881909c7e75ddfff06726 completed April 19, 2026, 9:15 a.m.
NED2 Entity disambiguation (via description) batch_69e49f41a1f8819087cc15527dc7ff63 completed April 19, 2026, 9:24 a.m.
Created at: April 8, 2026, 9:30 p.m.