Triple

T11771687

Position	Surface form	Disambiguated ID	Type / Status
Subject	Underwood International College	`E279912`	entity
Predicate	offersProgram	`P178`	FINISHED
Object	Quantitative Risk Management Quantitative Risk Management is an academic program focused on applying mathematical, statistical, and financial tools to measure, model, and manage risk in finance and related industries.	`E945792`	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: Quantitative Risk Management | Statement: [Underwood International College, offersProgram, Quantitative Risk Management]

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

Target entity: Quantitative Risk Management
Context triple: [Underwood International College, offersProgram, Quantitative Risk Management]

A. Master of Quantitative Management
The Master of Quantitative Management is a graduate business degree focused on applying data analytics, statistics, and quantitative methods to solve complex organizational and managerial problems.
B. The Alchemy of Finance
The Alchemy of Finance is a seminal book by investor George Soros that outlines his theory of reflexivity in markets and its implications for financial speculation and economic cycles.
C. Risk management — Vocabulary
Risk management — Vocabulary is an international standard (ISO Guide 73) that defines and harmonizes key terms and concepts used in risk management across different industries and applications.
D. Master of Financial Engineering
The Master of Financial Engineering is a specialized graduate degree program that trains students to apply advanced quantitative, mathematical, and computational methods to finance and risk management.
E. Centre for Risk Management
The Centre for Risk Management is a specialized unit within Norway’s public health system that focuses on assessing, managing, and advising on health-related risks to support evidence-based policy and preparedness.
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: Quantitative Risk Management
Triple: [Underwood International College, offersProgram, Quantitative Risk Management]

Generated description

Quantitative Risk Management is an academic program focused on applying mathematical, statistical, and financial tools to measure, model, and manage risk in finance and related industries.

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

Target entity: Quantitative Risk Management
Target entity description: Quantitative Risk Management is an academic program focused on applying mathematical, statistical, and financial tools to measure, model, and manage risk in finance and related industries.

A. Master of Quantitative Management
The Master of Quantitative Management is a graduate business degree focused on applying data analytics, statistics, and quantitative methods to solve complex organizational and managerial problems.
B. The Alchemy of Finance
The Alchemy of Finance is a seminal book by investor George Soros that outlines his theory of reflexivity in markets and its implications for financial speculation and economic cycles.
C. Risk management — Vocabulary
Risk management — Vocabulary is an international standard (ISO Guide 73) that defines and harmonizes key terms and concepts used in risk management across different industries and applications.
D. Master of Financial Engineering
The Master of Financial Engineering is a specialized graduate degree program that trains students to apply advanced quantitative, mathematical, and computational methods to finance and risk management.
E. Centre for Risk Management
The Centre for Risk Management is a specialized unit within Norway’s public health system that focuses on assessing, managing, and advising on health-related risks to support evidence-based policy and preparedness.
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_69d6ab01d2688190ad8ed6bda487eaa5`	completed	April 8, 2026, 7:22 p.m.
NER	Named-entity recognition	`batch_69d8a55dfa088190a59b35d0247225e3`	completed	April 10, 2026, 7:23 a.m.
NED1	Entity disambiguation (via context triple)	`batch_69f09086c4ec81908bc8b707a49c3ac2`	completed	April 28, 2026, 10:48 a.m.
NEDg	Description generation	`batch_69f0bd3cf8308190813003daa8cfba4a`	completed	April 28, 2026, 1:59 p.m.
NED2	Entity disambiguation (via description)	`batch_69f0ef02c930819086d139834ad4ed84`	completed	April 28, 2026, 5:31 p.m.

Created at: April 8, 2026, 9:41 p.m.