Triple

T4397836
Position Surface form Disambiguated ID Type / Status
Subject The Bus (Merced County Transit) E99535 entity
Predicate serves P98 FINISHED
Object Livingston, California
Livingston, California is a small agricultural city in Merced County in California’s Central Valley, known for its diverse community and farming-based economy.
E442888 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: Livingston, California | Statement: [The Bus (Merced County Transit), serves, Livingston, California]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Livingston, California
Context triple: [The Bus (Merced County Transit), serves, Livingston, California]
  • A. Lewiston, California
    Lewiston, California is a small unincorporated community in Trinity County known for its proximity to Trinity Lake, Trinity Dam, and outdoor recreation such as fishing and boating.
  • B. Fillmore, California
    Fillmore, California is a small agricultural city in Ventura County known for its historic downtown, citrus and avocado groves, and scenic setting in the Santa Clara River Valley.
  • C. Lafayette, California
    Lafayette, California is a suburban city in Contra Costa County known for its affluent residential character, highly rated schools, and proximity to the San Francisco Bay Area.
  • D. Rutherford, California
    Rutherford, California is a small community in Napa Valley renowned for its premium wineries and distinctive Cabernet Sauvignon wines.
  • E. Colfax, California
    Colfax, California is a small historic Gold Rush–era town in Placer County known as a former railroad hub in the Sierra Nevada foothills.
  • 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: Livingston, California
Triple: [The Bus (Merced County Transit), serves, Livingston, California]
Generated description
Livingston, California is a small agricultural city in Merced County in California’s Central Valley, known for its diverse community and farming-based economy.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Livingston, California
Target entity description: Livingston, California is a small agricultural city in Merced County in California’s Central Valley, known for its diverse community and farming-based economy.
  • A. Lewiston, California
    Lewiston, California is a small unincorporated community in Trinity County known for its proximity to Trinity Lake, Trinity Dam, and outdoor recreation such as fishing and boating.
  • B. Fillmore, California
    Fillmore, California is a small agricultural city in Ventura County known for its historic downtown, citrus and avocado groves, and scenic setting in the Santa Clara River Valley.
  • C. Lafayette, California
    Lafayette, California is a suburban city in Contra Costa County known for its affluent residential character, highly rated schools, and proximity to the San Francisco Bay Area.
  • D. Rutherford, California
    Rutherford, California is a small community in Napa Valley renowned for its premium wineries and distinctive Cabernet Sauvignon wines.
  • E. Colfax, California
    Colfax, California is a small historic Gold Rush–era town in Placer County known as a former railroad hub in the Sierra Nevada foothills.
  • 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_69b345506b408190b0e3dee616738a7d completed March 12, 2026, 10:59 p.m.
NER Named-entity recognition batch_69b352adce588190b9e6ed53458aa1e1 completed March 12, 2026, 11:56 p.m.
NED1 Entity disambiguation (via context triple) batch_69b627e47ff48190b5aea21e4af773de completed March 15, 2026, 3:30 a.m.
NEDg Description generation batch_69b628fe10908190978dd0361628f54f completed March 15, 2026, 3:35 a.m.
NED2 Entity disambiguation (via description) batch_69b629ab52c881909f7fbef6f77b5bc4 completed March 15, 2026, 3:38 a.m.
Created at: March 12, 2026, 11:20 p.m.