Triple

T15204119

Position	Surface form	Disambiguated ID	Type / Status
Subject	Lake Forest, California	`E363342`	entity
Predicate	hasPublicLibrary	`P105`	FINISHED
Object	Orange County Public Libraries – El Toro Branch Orange County Public Libraries – El Toro Branch is a community public library in Lake Forest, California, offering lending materials, programs, and services as part of the Orange County Public Libraries system.	`E1143874`	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: Orange County Public Libraries – El Toro Branch | Statement: [Lake Forest, California, hasPublicLibrary, Orange County Public Libraries – El Toro Branch]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: Orange County Public Libraries – El Toro Branch
Context triple: [Lake Forest, California, hasPublicLibrary, Orange County Public Libraries – El Toro Branch]

A. Orange County Public Libraries – Laguna Hills branch
Orange County Public Libraries – Laguna Hills branch is a community public library in Laguna Hills, California, offering lending materials, programs, and services as part of the Orange County Public Libraries system.
B. Newport Beach Public Library
The Newport Beach Public Library is the main public library system serving the coastal city of Newport Beach, California, offering community access to books, digital resources, and educational programs.
C. Orange County Public Library
Orange County Public Library is a public library system serving residents of Orange County, North Carolina with multiple branches, collections, and community programs.
D. Oceanside Library
Oceanside Library is the public library serving the community of Oceanside in Nassau County, New York, offering lending materials, programs, and services to local residents.
E. San Ramon Library
San Ramon Library is a public library serving the community of San Ramon, California, as part of the Contra Costa County Library system.
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: Orange County Public Libraries – El Toro Branch
Triple: [Lake Forest, California, hasPublicLibrary, Orange County Public Libraries – El Toro Branch]

Generated description

Orange County Public Libraries – El Toro Branch is a community public library in Lake Forest, California, offering lending materials, programs, and services as part of the Orange County Public Libraries system.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: Orange County Public Libraries – El Toro Branch
Target entity description: Orange County Public Libraries – El Toro Branch is a community public library in Lake Forest, California, offering lending materials, programs, and services as part of the Orange County Public Libraries system.

A. Orange County Public Libraries – Laguna Hills branch
Orange County Public Libraries – Laguna Hills branch is a community public library in Laguna Hills, California, offering lending materials, programs, and services as part of the Orange County Public Libraries system.
B. Newport Beach Public Library
The Newport Beach Public Library is the main public library system serving the coastal city of Newport Beach, California, offering community access to books, digital resources, and educational programs.
C. Orange County Public Library
Orange County Public Library is a public library system serving residents of Orange County, North Carolina with multiple branches, collections, and community programs.
D. Oceanside Library
Oceanside Library is the public library serving the community of Oceanside in Nassau County, New York, offering lending materials, programs, and services to local residents.
E. San Ramon Library
San Ramon Library is a public library serving the community of San Ramon, California, as part of the Contra Costa County Library system.
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_69d85a0b78bc8190b6e5ad51a2c4cfc5`	completed	April 10, 2026, 2:01 a.m.
NER	Named-entity recognition	`batch_69e006b693a48190a6230b7b52bc8cd3`	completed	April 15, 2026, 9:44 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69fed33b911c8190815341a342a8d3c8`	completed	May 9, 2026, 6:24 a.m.
NEDg	Description generation	`batch_69fed744f8b48190948d42a8da9d2e70`	completed	May 9, 2026, 6:42 a.m.
NED2	Entity disambiguation (via description)	`batch_69fed7d9934c8190bd2d00830e5d33bb`	completed	May 9, 2026, 6:44 a.m.

Created at: April 10, 2026, 3:11 a.m.