Triple

T15048750

Position	Surface form	Disambiguated ID	Type / Status
Subject	Gwinnett Place Mall area	`E379297`	entity
Predicate	nearbyAttraction	`P3449`	FINISHED
Object	Pleasant Hill Road retail corridor Pleasant Hill Road retail corridor is a major commercial strip in Gwinnett County, Georgia, known for its dense concentration of shopping centers, restaurants, and service businesses.	`E1134036`	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: Pleasant Hill Road retail corridor | Statement: [Gwinnett Place Mall area, nearbyAttraction, Pleasant Hill Road retail corridor]

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

Target entity: Pleasant Hill Road retail corridor
Context triple: [Gwinnett Place Mall area, nearbyAttraction, Pleasant Hill Road retail corridor]

A. Montgomery Road commercial corridor
The Montgomery Road commercial corridor is a primary business district in Montgomery, Ohio, lined with shops, restaurants, and services that serve as a hub of local economic activity.
B. Hertel Avenue commercial corridor
The Hertel Avenue commercial corridor is a vibrant mixed-use district in Buffalo, New York, known for its locally owned shops, restaurants, bars, and cultural venues that serve as a hub of neighborhood activity.
C. Thornton Road corridor
The Thornton Road corridor is a major commercial and transportation artery in the Lithia Springs area of Georgia, lined with businesses, retail centers, and access to regional highways.
D. Steeles Avenue corridor
The Steeles Avenue corridor is a major east–west arterial route in the Greater Toronto Area that serves as a key transit and development spine, including for Brampton’s Zum bus rapid transit service.
E. Highland Avenue corridor
The Highland Avenue corridor is a major north–south thoroughfare in Los Angeles that connects Hollywood and central city neighborhoods, serving as a key route for local traffic and access to cultural and entertainment destinations.
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: Pleasant Hill Road retail corridor
Triple: [Gwinnett Place Mall area, nearbyAttraction, Pleasant Hill Road retail corridor]

Generated description

Pleasant Hill Road retail corridor is a major commercial strip in Gwinnett County, Georgia, known for its dense concentration of shopping centers, restaurants, and service businesses.

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

Target entity: Pleasant Hill Road retail corridor
Target entity description: Pleasant Hill Road retail corridor is a major commercial strip in Gwinnett County, Georgia, known for its dense concentration of shopping centers, restaurants, and service businesses.

A. Montgomery Road commercial corridor
The Montgomery Road commercial corridor is a primary business district in Montgomery, Ohio, lined with shops, restaurants, and services that serve as a hub of local economic activity.
B. Hertel Avenue commercial corridor
The Hertel Avenue commercial corridor is a vibrant mixed-use district in Buffalo, New York, known for its locally owned shops, restaurants, bars, and cultural venues that serve as a hub of neighborhood activity.
C. Thornton Road corridor
The Thornton Road corridor is a major commercial and transportation artery in the Lithia Springs area of Georgia, lined with businesses, retail centers, and access to regional highways.
D. Steeles Avenue corridor
The Steeles Avenue corridor is a major east–west arterial route in the Greater Toronto Area that serves as a key transit and development spine, including for Brampton’s Zum bus rapid transit service.
E. Highland Avenue corridor
The Highland Avenue corridor is a major north–south thoroughfare in Los Angeles that connects Hollywood and central city neighborhoods, serving as a key route for local traffic and access to cultural and entertainment destinations.
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_69d85cd64d108190853797a95c11cc45`	completed	April 10, 2026, 2:13 a.m.
NER	Named-entity recognition	`batch_69deda8f71988190b4fe7f7de4ccb798`	completed	April 15, 2026, 12:23 a.m.
NED1	Entity disambiguation (via context triple)	`batch_69fe9de83b648190ba437c0fac164ec6`	completed	May 9, 2026, 2:37 a.m.
NEDg	Description generation	`batch_69fe9e6ec16081909cc55fd11bc89eb4`	completed	May 9, 2026, 2:39 a.m.
NED2	Entity disambiguation (via description)	`batch_69fe9eedca1481908ce438991184d62e`	completed	May 9, 2026, 2:41 a.m.

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