Triple

T10712751
Position Surface form Disambiguated ID Type / Status
Subject Fargo–Moorhead metropolitan area E252580 entity
Predicate hasPublicTransit P522 FINISHED
Object MATBUS
MATBUS is the primary public transit system serving the Fargo–Moorhead metropolitan area in North Dakota and Minnesota.
 E881032 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: MATBUS | Statement: [Fargo–Moorhead metropolitan area, hasPublicTransit, MATBUS]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: MATBUS
Context triple: [Fargo–Moorhead metropolitan area, hasPublicTransit, MATBUS]
  • A. The Theory of Interest
    The Theory of Interest is a foundational economics book by Irving Fisher that systematically analyzes the determination of interest rates over time using concepts of time preference and investment opportunities.
  • B. MPhil in Finance
    The MPhil in Finance is a postgraduate research-oriented master’s program at the University of Cambridge designed to provide rigorous training in financial economics and quantitative finance, often serving as preparation for PhD study or high-level finance careers.
  • C. Black–Scholes model
    The Black–Scholes model is a fundamental mathematical framework in financial economics for pricing options and other derivatives by modeling asset prices as stochastic processes.
  • D. FRM
    FRM is the National Rail station code for Fareham railway station in Hampshire, England.
  • E. MBA
    The MBA is a prestigious graduate-level business degree designed to develop advanced leadership, management, and analytical skills for careers in business and related fields.
  • 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: MATBUS
Triple: [Fargo–Moorhead metropolitan area, hasPublicTransit, MATBUS]
Generated description
MATBUS is the primary public transit system serving the Fargo–Moorhead metropolitan area in North Dakota and Minnesota.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: MATBUS
Target entity description: MATBUS is the primary public transit system serving the Fargo–Moorhead metropolitan area in North Dakota and Minnesota.
  • A. The Theory of Interest
    The Theory of Interest is a foundational economics book by Irving Fisher that systematically analyzes the determination of interest rates over time using concepts of time preference and investment opportunities.
  • B. MPhil in Finance
    The MPhil in Finance is a postgraduate research-oriented master’s program at the University of Cambridge designed to provide rigorous training in financial economics and quantitative finance, often serving as preparation for PhD study or high-level finance careers.
  • C. Black–Scholes model
    The Black–Scholes model is a fundamental mathematical framework in financial economics for pricing options and other derivatives by modeling asset prices as stochastic processes.
  • D. FRM
    FRM is the National Rail station code for Fareham railway station in Hampshire, England.
  • E. MBA
    The MBA is a prestigious graduate-level business degree designed to develop advanced leadership, management, and analytical skills for careers in business and related fields.
  • 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_69d6aa5cbabc8190973e683950d89faf completed April 8, 2026, 7:19 p.m.
NER Named-entity recognition batch_69d6fe533ec081909eafab85f6f6d6b9 completed April 9, 2026, 1:18 a.m.
NED1 Entity disambiguation (via context triple) batch_69d99917df2c819099be2a9b9c4a2ce7 completed April 11, 2026, 12:43 a.m.
NEDg Description generation batch_69d99e86e198819080f71400295a31e7 completed April 11, 2026, 1:06 a.m.
NED2 Entity disambiguation (via description) batch_69dadccd1d7081908ae53b97d2c2a6cb completed April 11, 2026, 11:44 p.m.
Created at: April 8, 2026, 9:13 p.m.