Triple

T940911
Position Surface form Disambiguated ID Type / Status
Subject Columbia Business School E20302 entity
Predicate offersProgram P178 FINISHED
Object MS in Marketing
The MS in Marketing is a specialized graduate degree program focused on advanced marketing theory, analytics, and strategy, preparing students for leadership roles in marketing and related fields.
E110631 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: MS in Marketing | Statement: [Columbia Business School, offersProgram, MS in Marketing]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: MS in Marketing
Context triple: [Columbia Business School, offersProgram, MS in Marketing]
  • A. MS in Management Studies
    The MS in Management Studies is a specialized graduate business degree designed to provide advanced management and leadership training, often for students with a strong quantitative or technical background seeking to broaden their business expertise.
  • B. 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.
  • C. Master of Business Analytics
    The Master of Business Analytics is a specialized graduate degree focused on applying advanced data science, statistical modeling, and quantitative methods to solve complex business problems and support data-driven decision-making.
  • D. Master of Arts in Education (MA)
    The Master of Arts in Education (MA) is a graduate-level academic degree focused on advanced study and research in education, typically preparing students for roles in teaching, educational leadership, policy, or further doctoral study.
  • E. Master of Information Management and Systems
    The Master of Information Management and Systems is a professional graduate degree focused on the design, management, and use of information technologies and data to solve complex organizational and societal problems.
  • 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: MS in Marketing
Triple: [Columbia Business School, offersProgram, MS in Marketing]
Generated description
The MS in Marketing is a specialized graduate degree program focused on advanced marketing theory, analytics, and strategy, preparing students for leadership roles in marketing and related fields.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: MS in Marketing
Target entity description: The MS in Marketing is a specialized graduate degree program focused on advanced marketing theory, analytics, and strategy, preparing students for leadership roles in marketing and related fields.
  • A. MS in Management Studies
    The MS in Management Studies is a specialized graduate business degree designed to provide advanced management and leadership training, often for students with a strong quantitative or technical background seeking to broaden their business expertise.
  • B. 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.
  • C. Master of Business Analytics
    The Master of Business Analytics is a specialized graduate degree focused on applying advanced data science, statistical modeling, and quantitative methods to solve complex business problems and support data-driven decision-making.
  • D. Master of Arts in Education (MA)
    The Master of Arts in Education (MA) is a graduate-level academic degree focused on advanced study and research in education, typically preparing students for roles in teaching, educational leadership, policy, or further doctoral study.
  • E. Master of Information Management and Systems
    The Master of Information Management and Systems is a professional graduate degree focused on the design, management, and use of information technologies and data to solve complex organizational and societal problems.
  • 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_69a493b0270c81909e6c9ce310f6aa55 completed March 1, 2026, 7:29 p.m.
NER Named-entity recognition batch_69a4b38cc6888190b1d9043ec8fbcbc3 completed March 1, 2026, 9:45 p.m.
NED1 Entity disambiguation (via context triple) batch_69a826e30c448190acc1457a63d27a4a completed March 4, 2026, 12:34 p.m.
NEDg Description generation batch_69a8343e16908190af102cfce025c31f completed March 4, 2026, 1:31 p.m.
NED2 Entity disambiguation (via description) batch_69a834f3a9288190a8cd28165379cec6 completed March 4, 2026, 1:34 p.m.
Created at: March 1, 2026, 7:40 p.m.