Triple

T8070269
Position Surface form Disambiguated ID Type / Status
Subject KFAT E188351 entity
Predicate servesMetropolitanArea P82 FINISHED
Object Fresno–Clovis metropolitan area
The Fresno–Clovis metropolitan area is a major urban region in California’s San Joaquin Valley centered on the cities of Fresno and Clovis, known for its agricultural economy and role as a regional hub for commerce, education, and transportation.
E712443 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: Fresno–Clovis metropolitan area | Statement: [KFAT, servesMetropolitanArea, Fresno–Clovis metropolitan area]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Fresno–Clovis metropolitan area
Context triple: [KFAT, servesMetropolitanArea, Fresno–Clovis metropolitan area]
  • A. San Luis Obispo–Paso Robles metropolitan area
    The San Luis Obispo–Paso Robles metropolitan area is a small coastal California metro region centered on the cities of San Luis Obispo and Paso Robles, known for its wine country, tourism, and college-town character.
  • B. Visalia-Porterville metropolitan area
    The Visalia-Porterville metropolitan area is a region in California’s San Joaquin Valley centered around the cities of Visalia and Porterville, known for its agricultural economy and proximity to Sequoia National Park.
  • C. Madera metropolitan area
    The Madera metropolitan area is a U.S. Census-defined region in central California centered on the city of Madera and its surrounding communities.
  • D. Riverside–San Bernardino–Ontario metropolitan area
    The Riverside–San Bernardino–Ontario metropolitan area, often called the Inland Empire, is a major Southern California region known for its rapidly growing population, extensive logistics and warehousing industry, and role as a key inland hub east of Los Angeles.
  • E. Sacramento metropolitan area
    The Sacramento metropolitan area is a major urban region in Northern California centered on the state capital of Sacramento, encompassing surrounding suburban and rural counties.
  • 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: Fresno–Clovis metropolitan area
Triple: [KFAT, servesMetropolitanArea, Fresno–Clovis metropolitan area]
Generated description
The Fresno–Clovis metropolitan area is a major urban region in California’s San Joaquin Valley centered on the cities of Fresno and Clovis, known for its agricultural economy and role as a regional hub for commerce, education, and transportation.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Fresno–Clovis metropolitan area
Target entity description: The Fresno–Clovis metropolitan area is a major urban region in California’s San Joaquin Valley centered on the cities of Fresno and Clovis, known for its agricultural economy and role as a regional hub for commerce, education, and transportation.
  • A. San Luis Obispo–Paso Robles metropolitan area
    The San Luis Obispo–Paso Robles metropolitan area is a small coastal California metro region centered on the cities of San Luis Obispo and Paso Robles, known for its wine country, tourism, and college-town character.
  • B. Visalia-Porterville metropolitan area
    The Visalia-Porterville metropolitan area is a region in California’s San Joaquin Valley centered around the cities of Visalia and Porterville, known for its agricultural economy and proximity to Sequoia National Park.
  • C. Madera metropolitan area
    The Madera metropolitan area is a U.S. Census-defined region in central California centered on the city of Madera and its surrounding communities.
  • D. Riverside–San Bernardino–Ontario metropolitan area
    The Riverside–San Bernardino–Ontario metropolitan area, often called the Inland Empire, is a major Southern California region known for its rapidly growing population, extensive logistics and warehousing industry, and role as a key inland hub east of Los Angeles.
  • E. Sacramento metropolitan area
    The Sacramento metropolitan area is a major urban region in Northern California centered on the state capital of Sacramento, encompassing surrounding suburban and rural counties.
  • 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_69ca82b42674819086840efea12478e5 completed March 30, 2026, 2:03 p.m.
NER Named-entity recognition batch_69cb3ffe29188190834ec4f71043a99d completed March 31, 2026, 3:31 a.m.
NED1 Entity disambiguation (via context triple) batch_69cc93e568388190a518baa0badefea4 completed April 1, 2026, 3:41 a.m.
NEDg Description generation batch_69cc969e0ecc8190973658542d1406bc completed April 1, 2026, 3:53 a.m.
NED2 Entity disambiguation (via description) batch_69cc9771b6e48190bd5f45c3f8853890 completed April 1, 2026, 3:56 a.m.
Created at: March 30, 2026, 5:27 p.m.