Triple

T18051083
Position Surface form Disambiguated ID Type / Status
Subject dataclasses E431926 entity
Predicate relatedConcept P37 FINISHED
Object attrs library
The attrs library is a Python package that simplifies defining classes by automatically generating boilerplate methods like initializers, comparators, and representers based on declared attributes.
E1303145 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: attrs library | Statement: [dataclasses, relatedConcept, attrs library]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: attrs library
Context triple: [dataclasses, relatedConcept, attrs library]
  • A. ARAM
    ARAM is a fast-paced League of Legends game mode where teams fight continuously on a single narrow bridge-like map with randomly assigned champions.
  • B. ATAG
    ATAG (Authoring Tool Accessibility Guidelines) is a W3C specification that defines how software used to create web content should support accessibility both in its user interface and in the content it produces.
  • C. ATG
    ATG is the three-letter ISO 3166-1 alpha-3 country code assigned to Antigua and Barbuda.
  • D. AL (Attributive Language)
    AL (Attributive Language) is a foundational, relatively simple description logic that supports basic concept formation and role restrictions, serving as a core building block for more expressive description logics.
  • E. AJS
    AJS is the standard abbreviation for the American Journal of Science, a long-running, peer-reviewed scientific journal primarily focused on geology and related earth sciences.
  • 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: attrs library
Triple: [dataclasses, relatedConcept, attrs library]
Generated description
The attrs library is a Python package that simplifies defining classes by automatically generating boilerplate methods like initializers, comparators, and representers based on declared attributes.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: attrs library
Target entity description: The attrs library is a Python package that simplifies defining classes by automatically generating boilerplate methods like initializers, comparators, and representers based on declared attributes.
  • A. ARAM
    ARAM is a fast-paced League of Legends game mode where teams fight continuously on a single narrow bridge-like map with randomly assigned champions.
  • B. ATAG
    ATAG (Authoring Tool Accessibility Guidelines) is a W3C specification that defines how software used to create web content should support accessibility both in its user interface and in the content it produces.
  • C. ATG
    ATG is the three-letter ISO 3166-1 alpha-3 country code assigned to Antigua and Barbuda.
  • D. AL (Attributive Language)
    AL (Attributive Language) is a foundational, relatively simple description logic that supports basic concept formation and role restrictions, serving as a core building block for more expressive description logics.
  • E. AJS
    AJS is the standard abbreviation for the American Journal of Science, a long-running, peer-reviewed scientific journal primarily focused on geology and related earth sciences.
  • 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_69d8b906482481908183315b9ecf9994 completed April 10, 2026, 8:47 a.m.
NER Named-entity recognition batch_69e4bff57ea08190a30a87993f7d3299 completed April 19, 2026, 11:43 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0349bf5fc48190afd460025b1fe505 completed May 12, 2026, 3:39 p.m.
NEDg Description generation batch_6a034b7197e48190ae62f25f2fb434b6 completed May 12, 2026, 3:46 p.m.
NED2 Entity disambiguation (via description) batch_6a034c08c12081908fee77fbb97b5840 completed May 12, 2026, 3:49 p.m.
Created at: April 10, 2026, 10:25 a.m.