Triple

T16372571
Position Surface form Disambiguated ID Type / Status
Subject Tri-Valley E397598 entity
Predicate hasChamberOfCommerce P90356 FINISHED
Object Tri-Valley Chamber of Commerce
Tri-Valley Chamber of Commerce is a regional business organization that supports and advocates for companies and economic development in California’s Tri-Valley area.
E1210408 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: Tri-Valley Chamber of Commerce | Statement: [Tri-Valley, hasChamberOfCommerce, Tri-Valley Chamber of Commerce]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Tri-Valley Chamber of Commerce
Context triple: [Tri-Valley, hasChamberOfCommerce, Tri-Valley Chamber of Commerce]
  • A. Douglas County Chamber of Commerce
    Douglas County Chamber of Commerce is a regional business organization that supports, advocates for, and promotes businesses and economic development in Douglas County, Georgia.
  • B. MetroWest Chamber of Commerce
    The MetroWest Chamber of Commerce is a regional business association that supports and advocates for companies and economic development in the MetroWest area of Massachusetts.
  • C. Boston Chamber of Commerce
    The Boston Chamber of Commerce is a regional business association that advocates for economic development, public policy, and the interests of companies in the Greater Boston area.
  • D. Kosciusko Chamber of Commerce
    Kosciusko Chamber of Commerce is a regional business organization that supports and advocates for businesses and economic development in and around Warsaw, Indiana.
  • E. Bridgeport Chamber of Commerce
    The Bridgeport Chamber of Commerce is a local business organization that promotes economic development, supports member businesses, and advocates for the commercial interests of the Bridgeport, Texas community.
  • 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: Tri-Valley Chamber of Commerce
Triple: [Tri-Valley, hasChamberOfCommerce, Tri-Valley Chamber of Commerce]
Generated description
Tri-Valley Chamber of Commerce is a regional business organization that supports and advocates for companies and economic development in California’s Tri-Valley area.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Tri-Valley Chamber of Commerce
Target entity description: Tri-Valley Chamber of Commerce is a regional business organization that supports and advocates for companies and economic development in California’s Tri-Valley area.
  • A. Douglas County Chamber of Commerce
    Douglas County Chamber of Commerce is a regional business organization that supports, advocates for, and promotes businesses and economic development in Douglas County, Georgia.
  • B. MetroWest Chamber of Commerce
    The MetroWest Chamber of Commerce is a regional business association that supports and advocates for companies and economic development in the MetroWest area of Massachusetts.
  • C. Boston Chamber of Commerce
    The Boston Chamber of Commerce is a regional business association that advocates for economic development, public policy, and the interests of companies in the Greater Boston area.
  • D. Kosciusko Chamber of Commerce
    Kosciusko Chamber of Commerce is a regional business organization that supports and advocates for businesses and economic development in and around Warsaw, Indiana.
  • E. Bridgeport Chamber of Commerce
    The Bridgeport Chamber of Commerce is a local business organization that promotes economic development, supports member businesses, and advocates for the commercial interests of the Bridgeport, Texas community.
  • 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_69d87f2778dc8190aa95c7572db127e6 completed April 10, 2026, 4:40 a.m.
NER Named-entity recognition batch_69e2ff4327248190a7c6bf01a81fd9b4 completed April 18, 2026, 3:49 a.m.
NED1 Entity disambiguation (via context triple) batch_6a003561f83481909223c99bb83ebdf4 completed May 10, 2026, 7:36 a.m.
NEDg Description generation batch_6a0036f14bfc81909ea14a333c296187 completed May 10, 2026, 7:42 a.m.
NED2 Entity disambiguation (via description) batch_6a003785b9d881908049867524345e06 completed May 10, 2026, 7:45 a.m.
Created at: April 10, 2026, 5:08 a.m.