Triple

T7698279
Position Surface form Disambiguated ID Type / Status
Subject Austin land development code E174421 entity
Predicate subjectOf P38 FINISHED
Object CodeNEXT land development code rewrite effort
CodeNEXT was Austin’s controversial, multi-year initiative to comprehensively rewrite and modernize the city’s land development code, aiming to address housing, growth, and affordability before ultimately being abandoned.
E682806 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: CodeNEXT land development code rewrite effort | Statement: [Austin land development code, subjectOf, CodeNEXT land development code rewrite effort]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: CodeNEXT land development code rewrite effort
Context triple: [Austin land development code, subjectOf, CodeNEXT land development code rewrite effort]
  • A. Code for America
    Code for America is a nonprofit organization that partners with governments to improve public services through user-centered design, open-source technology, and civic tech innovation.
  • B. Atlas Next Generation
    Atlas Next Generation is an advanced iteration of the Atlas system, offering enhanced capabilities and updated features over its predecessor.
  • C. The Code
    "The Code" is a poem by Robert Frost featured in his collection *North of Boston*, reflecting his characteristic exploration of rural New England life and moral complexity.
  • D. Frontier scripting environment
    Frontier scripting environment is an early, influential scripting system and object database for the Mac, known for enabling web content automation and pioneering blogging and RSS tools.
  • E. Yet Another Next Generation
    Yet Another Next Generation is the full name behind the acronym YANG, a data modeling language widely used to define configuration and state data for network management protocols.
  • 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: CodeNEXT land development code rewrite effort
Triple: [Austin land development code, subjectOf, CodeNEXT land development code rewrite effort]
Generated description
CodeNEXT was Austin’s controversial, multi-year initiative to comprehensively rewrite and modernize the city’s land development code, aiming to address housing, growth, and affordability before ultimately being abandoned.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: CodeNEXT land development code rewrite effort
Target entity description: CodeNEXT was Austin’s controversial, multi-year initiative to comprehensively rewrite and modernize the city’s land development code, aiming to address housing, growth, and affordability before ultimately being abandoned.
  • A. Code for America
    Code for America is a nonprofit organization that partners with governments to improve public services through user-centered design, open-source technology, and civic tech innovation.
  • B. Atlas Next Generation
    Atlas Next Generation is an advanced iteration of the Atlas system, offering enhanced capabilities and updated features over its predecessor.
  • C. The Code
    "The Code" is a poem by Robert Frost featured in his collection *North of Boston*, reflecting his characteristic exploration of rural New England life and moral complexity.
  • D. Frontier scripting environment
    Frontier scripting environment is an early, influential scripting system and object database for the Mac, known for enabling web content automation and pioneering blogging and RSS tools.
  • E. Yet Another Next Generation
    Yet Another Next Generation is the full name behind the acronym YANG, a data modeling language widely used to define configuration and state data for network management protocols.
  • 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_69c6995a72cc8190998e56daa6f8e453 completed March 27, 2026, 2:51 p.m.
NER Named-entity recognition batch_69c7026a8268819097c03458ed263a55 completed March 27, 2026, 10:19 p.m.
NED1 Entity disambiguation (via context triple) batch_69c8acb3ac4481909acafe50b9507aaa completed March 29, 2026, 4:38 a.m.
NEDg Description generation batch_69c8adeb3948819087404b0d7d7e619e completed March 29, 2026, 4:43 a.m.
NED2 Entity disambiguation (via description) batch_69c8aedede388190b8eb79cea223c31c completed March 29, 2026, 4:47 a.m.
Created at: March 27, 2026, 4:03 p.m.