Triple

T486078
Position Surface form Disambiguated ID Type / Status
Subject Investment Advisers Act of 1940 E9879 entity
Predicate amendedBy P1121 FINISHED
Object National Securities Markets Improvement Act of 1996
The National Securities Markets Improvement Act of 1996 is a U.S. federal law that reallocated regulatory authority between federal and state securities regulators to streamline oversight of investment advisers and securities offerings.
E60563 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: National Securities Markets Improvement Act of 1996 | Statement: [Investment Advisers Act of 1940, amendedBy, National Securities Markets Improvement Act of 1996]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: National Securities Markets Improvement Act of 1996
Context triple: [Investment Advisers Act of 1940, amendedBy, National Securities Markets Improvement Act of 1996]
  • A. Sarbanes–Oxley Act of 2002
    The Sarbanes–Oxley Act of 2002 is a U.S. federal law that established sweeping reforms to improve corporate governance, financial reporting, and auditor independence in response to major accounting scandals.
  • B. U.S. Securities Exchange Act of 1934
    The U.S. Securities Exchange Act of 1934 is a landmark federal law that created the Securities and Exchange Commission (SEC) and established comprehensive regulation of secondary trading of securities in the United States to restore investor confidence and prevent market abuses.
  • C. Investment Advisers Act of 1940
    The Investment Advisers Act of 1940 is a U.S. federal law that regulates investment advisers by imposing registration, fiduciary, disclosure, and anti-fraud obligations to protect investors.
  • D. Investment Company Act of 1940
    The Investment Company Act of 1940 is a U.S. federal law that regulates the organization and activities of investment companies, such as mutual funds, to protect investors through disclosure, governance, and operational requirements.
  • E. Aldrich–Vreeland Act
    The Aldrich–Vreeland Act was a 1908 U.S. law that created emergency currency provisions and laid groundwork for banking reform in response to the Panic of 1907.
  • 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: National Securities Markets Improvement Act of 1996
Triple: [Investment Advisers Act of 1940, amendedBy, National Securities Markets Improvement Act of 1996]
Generated description
The National Securities Markets Improvement Act of 1996 is a U.S. federal law that reallocated regulatory authority between federal and state securities regulators to streamline oversight of investment advisers and securities offerings.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: National Securities Markets Improvement Act of 1996
Target entity description: The National Securities Markets Improvement Act of 1996 is a U.S. federal law that reallocated regulatory authority between federal and state securities regulators to streamline oversight of investment advisers and securities offerings.
  • A. Sarbanes–Oxley Act of 2002
    The Sarbanes–Oxley Act of 2002 is a U.S. federal law that established sweeping reforms to improve corporate governance, financial reporting, and auditor independence in response to major accounting scandals.
  • B. U.S. Securities Exchange Act of 1934
    The U.S. Securities Exchange Act of 1934 is a landmark federal law that created the Securities and Exchange Commission (SEC) and established comprehensive regulation of secondary trading of securities in the United States to restore investor confidence and prevent market abuses.
  • C. Investment Advisers Act of 1940
    The Investment Advisers Act of 1940 is a U.S. federal law that regulates investment advisers by imposing registration, fiduciary, disclosure, and anti-fraud obligations to protect investors.
  • D. Investment Company Act of 1940
    The Investment Company Act of 1940 is a U.S. federal law that regulates the organization and activities of investment companies, such as mutual funds, to protect investors through disclosure, governance, and operational requirements.
  • E. Aldrich–Vreeland Act
    The Aldrich–Vreeland Act was a 1908 U.S. law that created emergency currency provisions and laid groundwork for banking reform in response to the Panic of 1907.
  • 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_69a2e802e2908190ab17c9479e0b6412 completed Feb. 28, 2026, 1:05 p.m.
NER Named-entity recognition batch_69a2f0bc6f548190b13dee42cb100423 completed Feb. 28, 2026, 1:42 p.m.
NED1 Entity disambiguation (via context triple) batch_69a4712156a88190b18c971309477da7 completed March 1, 2026, 5:02 p.m.
NEDg Description generation batch_69a4728388a481909a05835623ab81af completed March 1, 2026, 5:08 p.m.
NED2 Entity disambiguation (via description) batch_69a4729edbb88190a4c509a964888203 completed March 1, 2026, 5:08 p.m.
Created at: Feb. 28, 2026, 1:12 p.m.