Triple

T7678856
Position Surface form Disambiguated ID Type / Status
Subject Pleasant Hill, California E173935 entity
Predicate nearestBARTStation P4625 FINISHED
Object Pleasant Hill/Contra Costa Centre station
Pleasant Hill/Contra Costa Centre station is a Bay Area Rapid Transit (BART) station in Contra Costa County, California, serving the Pleasant Hill and Contra Costa Centre communities along the Pittsburg/Bay Point–SFO/Millbrae line.
E681410 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: Pleasant Hill/Contra Costa Centre station | Statement: [Pleasant Hill, California, nearestBARTStation, Pleasant Hill/Contra Costa Centre station]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Pleasant Hill/Contra Costa Centre station
Context triple: [Pleasant Hill, California, nearestBARTStation, Pleasant Hill/Contra Costa Centre station]
  • A. Emeryville station
    Emeryville station is a major Amtrak rail terminal in Emeryville, California, serving as the primary San Francisco–area hub and western terminus for long-distance routes like the California Zephyr.
  • B. Castro Valley station
    Castro Valley station is a Bay Area Rapid Transit (BART) station in Castro Valley, California, serving as a regional commuter rail stop in the East Bay.
  • C. Walnut Creek station
    Walnut Creek station is a Bay Area Rapid Transit (BART) station in Walnut Creek, California, serving as a key transit hub for commuters in the East Bay region.
  • D. Alameda station
    Alameda station is an underground interchange station on the Lisbon Metro system, serving as a key connection point between multiple metro lines in the city.
  • E. Millbrae station
    Millbrae station is a major intermodal transit hub in Millbrae, California, serving as a connection point between Caltrain commuter rail, BART rapid transit, and other local transportation services.
  • 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: Pleasant Hill/Contra Costa Centre station
Triple: [Pleasant Hill, California, nearestBARTStation, Pleasant Hill/Contra Costa Centre station]
Generated description
Pleasant Hill/Contra Costa Centre station is a Bay Area Rapid Transit (BART) station in Contra Costa County, California, serving the Pleasant Hill and Contra Costa Centre communities along the Pittsburg/Bay Point–SFO/Millbrae line.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Pleasant Hill/Contra Costa Centre station
Target entity description: Pleasant Hill/Contra Costa Centre station is a Bay Area Rapid Transit (BART) station in Contra Costa County, California, serving the Pleasant Hill and Contra Costa Centre communities along the Pittsburg/Bay Point–SFO/Millbrae line.
  • A. Emeryville station
    Emeryville station is a major Amtrak rail terminal in Emeryville, California, serving as the primary San Francisco–area hub and western terminus for long-distance routes like the California Zephyr.
  • B. Castro Valley station
    Castro Valley station is a Bay Area Rapid Transit (BART) station in Castro Valley, California, serving as a regional commuter rail stop in the East Bay.
  • C. Walnut Creek station
    Walnut Creek station is a Bay Area Rapid Transit (BART) station in Walnut Creek, California, serving as a key transit hub for commuters in the East Bay region.
  • D. Alameda station
    Alameda station is an underground interchange station on the Lisbon Metro system, serving as a key connection point between multiple metro lines in the city.
  • E. Millbrae station
    Millbrae station is a major intermodal transit hub in Millbrae, California, serving as a connection point between Caltrain commuter rail, BART rapid transit, and other local transportation services.
  • 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_69c6995703e0819081de77361b602e78 completed March 27, 2026, 2:51 p.m.
NER Named-entity recognition batch_69c701fe2cc88190b5fd5e1378c32e5b completed March 27, 2026, 10:17 p.m.
NED1 Entity disambiguation (via context triple) batch_69c8a248750481908f0de08aee78c9ba completed March 29, 2026, 3:53 a.m.
NEDg Description generation batch_69c8a2fd5a348190a952f6cc3e622474 completed March 29, 2026, 3:56 a.m.
NED2 Entity disambiguation (via description) batch_69c8a3a570948190ba733c3c858d4bfd completed March 29, 2026, 3:59 a.m.
Created at: March 27, 2026, 4:01 p.m.