Triple

T111800

Position	Surface form	Disambiguated ID	Type / Status
Subject	Los Angeles Municipal Code	`E2262`	entity
Predicate	isCitedAs	`P771`	FINISHED
Object	L.A.M.C. L.A.M.C. is the commonly used abbreviation for the Los Angeles Municipal Code, the body of local laws and regulations governing the City of Los Angeles.	`E11306`	NE FINISHED

How this triple was built (5 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: L.A.M.C. | Statement: [Los Angeles Municipal Code, isCitedAs, L.A.M.C.]

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

Target entity: L.A.M.C.
Context triple: [Los Angeles Municipal Code, isCitedAs, L.A.M.C.]

A. Encore
Encore is a luxury casino and resort brand operated by Wynn Resorts, known for its upscale accommodations, gaming, dining, and entertainment offerings.
B. Devils Playground
Devils Playground is a remote, arid expanse of sand dunes and desert terrain located within California’s Mojave Desert.
C. Revs
Revs is the commonly used nickname for the New England Revolution, a professional Major League Soccer club based in the Greater Boston area.
D. Del Ray
Del Ray is a vibrant, walkable neighborhood in Alexandria, Virginia, known for its small-town feel, independent shops and restaurants, and strong community events like the annual Art on the Avenue festival.
E. The Concert
The Concert is an unfinished and now missing painting by Dutch Golden Age master Johannes Vermeer, depicting an intimate scene of three figures making music in a domestic interior.
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: L.A.M.C.
Triple: [Los Angeles Municipal Code, isCitedAs, L.A.M.C.]

Generated description

L.A.M.C. is the commonly used abbreviation for the Los Angeles Municipal Code, the body of local laws and regulations governing the City of Los Angeles.

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

Target entity: L.A.M.C.
Target entity description: L.A.M.C. is the commonly used abbreviation for the Los Angeles Municipal Code, the body of local laws and regulations governing the City of Los Angeles.

A. Encore
Encore is a luxury casino and resort brand operated by Wynn Resorts, known for its upscale accommodations, gaming, dining, and entertainment offerings.
B. Devils Playground
Devils Playground is a remote, arid expanse of sand dunes and desert terrain located within California’s Mojave Desert.
C. Revs
Revs is the commonly used nickname for the New England Revolution, a professional Major League Soccer club based in the Greater Boston area.
D. Del Ray
Del Ray is a vibrant, walkable neighborhood in Alexandria, Virginia, known for its small-town feel, independent shops and restaurants, and strong community events like the annual Art on the Avenue festival.
E. The Concert
The Concert is an unfinished and now missing painting by Dutch Golden Age master Johannes Vermeer, depicting an intimate scene of three figures making music in a domestic interior.
F. None of above. chosen

PD Predicate disambiguation gpt-5-mini-2025-08-07

Target predicate: isCitedAs
Context triple: [Los Angeles Municipal Code, isCitedAs, L.A.M.C.]

A. citation chosen
Indicates that one entity references, quotes, or otherwise acknowledges another entity as a source of information or authority.
B. isUsedAs
Indicates that one entity serves a particular function, role, or purpose as another entity.
C. hasCoauthor
Indicates that two or more entities have jointly authored the same work or publication.
D. isAssociatedWith
Indicates that there exists a connection, relationship, or involvement between two entities without specifying its exact nature.
E. citationStyle
Indicates the specific formatting and referencing conventions used to cite sources in a document or publication.
F. None of above.

Provenance (6 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_69a24fcdaeb48190a2d796677e4b3281`	completed	Feb. 28, 2026, 2:15 a.m.
NER	Named-entity recognition	`batch_69a258808ff08190a06b6206f635612b`	completed	Feb. 28, 2026, 2:52 a.m.
NED1	Entity disambiguation (via context triple)	`batch_69a27c0652508190aa8d569ee7dae7bc`	completed	Feb. 28, 2026, 5:24 a.m.
NEDg	Description generation	`batch_69a27cc652048190bd6ac1fb6788991a`	completed	Feb. 28, 2026, 5:27 a.m.
NED2	Entity disambiguation (via description)	`batch_69a27d8de2888190a9f37390d7a4324e`	completed	Feb. 28, 2026, 5:30 a.m.
PD	Predicate disambiguation	`batch_69a256425a488190959d71e39e699d90`	completed	Feb. 28, 2026, 2:43 a.m.

Created at: Feb. 28, 2026, 2:20 a.m.