Triple

T6811499
Position Surface form Disambiguated ID Type / Status
Subject Warm Springs/South Fremont station E156642 entity
Predicate adjacentTo P224 FINISHED
Object Warm Springs/South Fremont Transit-Oriented Development area
The Warm Springs/South Fremont Transit-Oriented Development area is a planned mixed-use urban district in Fremont, California, designed to cluster housing, jobs, and amenities around the Warm Springs/South Fremont BART station to promote transit use and walkability.
E620572 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: Warm Springs/South Fremont Transit-Oriented Development area | Statement: [Warm Springs/South Fremont station, adjacentTo, Warm Springs/South Fremont Transit-Oriented Development area]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Warm Springs/South Fremont Transit-Oriented Development area
Context triple: [Warm Springs/South Fremont station, adjacentTo, Warm Springs/South Fremont Transit-Oriented Development area]
  • A. Central Fremont
    Central Fremont is a major district in Fremont, California, encompassing the city’s downtown core, transit hubs, and a mix of residential, commercial, and civic areas.
  • B. Sandy Area Metro
    Sandy Area Metro is the public transit system serving the city of Sandy, Oregon and its surrounding area.
  • C. Fremont East Entertainment District
    Fremont East Entertainment District is a revitalized nightlife and cultural hub in downtown Las Vegas known for its bars, restaurants, live music venues, and vintage neon signage.
  • D. Aptos Village
    Aptos Village is a small commercial and residential hub within the coastal community of Aptos in Santa Cruz County, California, known for its local shops, eateries, and village-style atmosphere.
  • E. Opportunity District
    Opportunity District is one of the three main themed zones at Expo 2020 Dubai, focused on social impact, unlocking human potential, and sustainable development initiatives.
  • 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: Warm Springs/South Fremont Transit-Oriented Development area
Triple: [Warm Springs/South Fremont station, adjacentTo, Warm Springs/South Fremont Transit-Oriented Development area]
Generated description
The Warm Springs/South Fremont Transit-Oriented Development area is a planned mixed-use urban district in Fremont, California, designed to cluster housing, jobs, and amenities around the Warm Springs/South Fremont BART station to promote transit use and walkability.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Warm Springs/South Fremont Transit-Oriented Development area
Target entity description: The Warm Springs/South Fremont Transit-Oriented Development area is a planned mixed-use urban district in Fremont, California, designed to cluster housing, jobs, and amenities around the Warm Springs/South Fremont BART station to promote transit use and walkability.
  • A. Central Fremont
    Central Fremont is a major district in Fremont, California, encompassing the city’s downtown core, transit hubs, and a mix of residential, commercial, and civic areas.
  • B. Sandy Area Metro
    Sandy Area Metro is the public transit system serving the city of Sandy, Oregon and its surrounding area.
  • C. Fremont East Entertainment District
    Fremont East Entertainment District is a revitalized nightlife and cultural hub in downtown Las Vegas known for its bars, restaurants, live music venues, and vintage neon signage.
  • D. Aptos Village
    Aptos Village is a small commercial and residential hub within the coastal community of Aptos in Santa Cruz County, California, known for its local shops, eateries, and village-style atmosphere.
  • E. Opportunity District
    Opportunity District is one of the three main themed zones at Expo 2020 Dubai, focused on social impact, unlocking human potential, and sustainable development initiatives.
  • 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_69c68828b26c819090fe9df7612bbc27 completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6d327e37081909d576e6eff9eec97 completed March 27, 2026, 6:57 p.m.
NED1 Entity disambiguation (via context triple) batch_69c71aa7dc3c81909ef422b5c51ae6be completed March 28, 2026, 12:02 a.m.
NEDg Description generation batch_69c71e7cd6448190845888760c677eda completed March 28, 2026, 12:19 a.m.
NED2 Entity disambiguation (via description) batch_69c71edd37048190bf4de088ad9f11de completed March 28, 2026, 12:20 a.m.
Created at: March 27, 2026, 2:16 p.m.