Triple

T11391027

Position	Surface form	Disambiguated ID	Type / Status
Subject	Warren G. Harding administration	`E269834`	entity
Predicate	notableFor	`P22`	FINISHED
Object	Veterans Bureau scandal The Veterans Bureau scandal was a major 1920s U.S. political corruption case involving fraud and graft in the agency responsible for veterans’ benefits, which badly tarnished the reputation of the Harding administration.	`E923158`	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: Veterans Bureau scandal | Statement: [Warren G. Harding administration, notableFor, Veterans Bureau scandal]

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

Target entity: Veterans Bureau scandal
Context triple: [Warren G. Harding administration, notableFor, Veterans Bureau scandal]

A. Whiskey Ring scandal
The Whiskey Ring scandal was a major 1870s U.S. political corruption scheme involving distillers and government officials who conspired to defraud the federal government of liquor tax revenues during President Ulysses S. Grant’s administration.
B. Teapot Dome scandal
The Teapot Dome scandal was a major 1920s U.S. political corruption case involving the secret leasing of federal oil reserves that severely damaged public trust in the Harding administration.
C. Thornton Affair
The Thornton Affair was an 1846 skirmish between Mexican and U.S. troops along the disputed Texas–Mexico border that helped trigger the Mexican–American War.
D. Sanborn contracts scandal
The Sanborn contracts scandal was a major 1870s U.S. political controversy involving corrupt tax-collection contracts that damaged the reputation of President Ulysses S. Grant’s administration.
E. Bofors scandal
The Bofors scandal was a major Indian political corruption controversy in the 1980s involving alleged kickbacks in a Swedish howitzer gun deal, which severely damaged the credibility of Prime Minister Rajiv Gandhi’s government.
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: Veterans Bureau scandal
Triple: [Warren G. Harding administration, notableFor, Veterans Bureau scandal]

Generated description

The Veterans Bureau scandal was a major 1920s U.S. political corruption case involving fraud and graft in the agency responsible for veterans’ benefits, which badly tarnished the reputation of the Harding administration.

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

Target entity: Veterans Bureau scandal
Target entity description: The Veterans Bureau scandal was a major 1920s U.S. political corruption case involving fraud and graft in the agency responsible for veterans’ benefits, which badly tarnished the reputation of the Harding administration.

A. Whiskey Ring scandal
The Whiskey Ring scandal was a major 1870s U.S. political corruption scheme involving distillers and government officials who conspired to defraud the federal government of liquor tax revenues during President Ulysses S. Grant’s administration.
B. Teapot Dome scandal
The Teapot Dome scandal was a major 1920s U.S. political corruption case involving the secret leasing of federal oil reserves that severely damaged public trust in the Harding administration.
C. Thornton Affair
The Thornton Affair was an 1846 skirmish between Mexican and U.S. troops along the disputed Texas–Mexico border that helped trigger the Mexican–American War.
D. Sanborn contracts scandal
The Sanborn contracts scandal was a major 1870s U.S. political controversy involving corrupt tax-collection contracts that damaged the reputation of President Ulysses S. Grant’s administration.
E. Bofors scandal
The Bofors scandal was a major Indian political corruption controversy in the 1980s involving alleged kickbacks in a Swedish howitzer gun deal, which severely damaged the credibility of Prime Minister Rajiv Gandhi’s government.
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_69d6aacdbc6c8190af6dc3d5f5d22836`	completed	April 8, 2026, 7:21 p.m.
NER	Named-entity recognition	`batch_69d800160a1c81909d115bf89fe54a49`	completed	April 9, 2026, 7:37 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69e58c8f5ed88190b9cc55c0a73993ec`	completed	April 20, 2026, 2:16 a.m.
NEDg	Description generation	`batch_69e5932d3cb88190807acdcdc3aaa9fc`	completed	April 20, 2026, 2:45 a.m.
NED2	Entity disambiguation (via description)	`batch_69e59a0ab7e081908cb8761c4f82c664`	completed	April 20, 2026, 3:14 a.m.

Created at: April 8, 2026, 9:34 p.m.