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.