Triple

T8406917
Position Surface form Disambiguated ID Type / Status
Subject Roberta Romano E198521 entity
Predicate notableWork P4 FINISHED
Object The Advantage of Competitive Federalism for Securities Regulation
"The Advantage of Competitive Federalism for Securities Regulation" is a scholarly work by legal scholar Roberta Romano that argues for a market-based, state-level competition approach to securities regulation in the United States.
E731335 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: The Advantage of Competitive Federalism for Securities Regulation | Statement: [Roberta Romano, notableWork, The Advantage of Competitive Federalism for Securities Regulation]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Advantage of Competitive Federalism for Securities Regulation
Context triple: [Roberta Romano, notableWork, The Advantage of Competitive Federalism for Securities Regulation]
  • A. Reports on the relation of state and federal regulation of corporations
    "Reports on the relation of state and federal regulation of corporations" is a landmark early 20th-century study by the U.S. Bureau of Corporations analyzing how corporate oversight was divided and contested between state and federal authorities.
  • B. United States federal securities laws
    United States federal securities laws are a set of statutes and regulations that govern the issuance, trading, and disclosure of securities in U.S. financial markets to protect investors and maintain fair, orderly, and efficient markets.
  • C. Reports on the relation of state incorporation laws to corporate concentration
    "Reports on the relation of state incorporation laws to corporate concentration" is an early 20th-century investigative study by the U.S. Bureau of Corporations analyzing how differing state incorporation statutes influenced the growth and power of large corporations and trusts.
  • D. New Deal financial regulatory framework
    The New Deal financial regulatory framework was a series of U.S. government reforms in the 1930s that overhauled banking and financial markets to stabilize the economy, protect depositors, and prevent future financial crises.
  • E. Reports on the relation of accounting standards to corporate regulation
    "Reports on the relation of accounting standards to corporate regulation" is a governmental investigative report analyzing how accounting rules influence and interact with the oversight and control of corporations.
  • 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: The Advantage of Competitive Federalism for Securities Regulation
Triple: [Roberta Romano, notableWork, The Advantage of Competitive Federalism for Securities Regulation]
Generated description
"The Advantage of Competitive Federalism for Securities Regulation" is a scholarly work by legal scholar Roberta Romano that argues for a market-based, state-level competition approach to securities regulation in the United States.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Advantage of Competitive Federalism for Securities Regulation
Target entity description: "The Advantage of Competitive Federalism for Securities Regulation" is a scholarly work by legal scholar Roberta Romano that argues for a market-based, state-level competition approach to securities regulation in the United States.
  • A. Reports on the relation of state and federal regulation of corporations
    "Reports on the relation of state and federal regulation of corporations" is a landmark early 20th-century study by the U.S. Bureau of Corporations analyzing how corporate oversight was divided and contested between state and federal authorities.
  • B. United States federal securities laws
    United States federal securities laws are a set of statutes and regulations that govern the issuance, trading, and disclosure of securities in U.S. financial markets to protect investors and maintain fair, orderly, and efficient markets.
  • C. Reports on the relation of state incorporation laws to corporate concentration
    "Reports on the relation of state incorporation laws to corporate concentration" is an early 20th-century investigative study by the U.S. Bureau of Corporations analyzing how differing state incorporation statutes influenced the growth and power of large corporations and trusts.
  • D. New Deal financial regulatory framework
    The New Deal financial regulatory framework was a series of U.S. government reforms in the 1930s that overhauled banking and financial markets to stabilize the economy, protect depositors, and prevent future financial crises.
  • E. Reports on the relation of accounting standards to corporate regulation
    "Reports on the relation of accounting standards to corporate regulation" is a governmental investigative report analyzing how accounting rules influence and interact with the oversight and control of corporations.
  • 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_69ca8310df9c8190b25f16161cca3e41 completed March 30, 2026, 2:05 p.m.
NER Named-entity recognition batch_69cb831409308190981089c303ebaef4 completed March 31, 2026, 8:17 a.m.
NED1 Entity disambiguation (via context triple) batch_69ce03035e148190867b60ddaeb8d761 completed April 2, 2026, 5:47 a.m.
NEDg Description generation batch_69ce07808098819087e896b87320aefd completed April 2, 2026, 6:06 a.m.
NED2 Entity disambiguation (via description) batch_69ce08759e1c81909c96caf3b571e1ca completed April 2, 2026, 6:11 a.m.
Created at: March 30, 2026, 6:05 p.m.