Triple

T181975
Position Surface form Disambiguated ID Type / Status
Subject Sarbanes–Oxley Act of 2002 E3896 entity
Predicate motivatedBy P79 FINISHED
Object Enron accounting scandal
The Enron accounting scandal was a major corporate fraud case in the early 2000s involving widespread financial misrepresentation at energy company Enron, which led to its bankruptcy and spurred sweeping reforms in U.S. corporate governance and financial regulation.
E22974 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: Enron accounting scandal | Statement: [Sarbanes–Oxley Act of 2002, motivatedBy, Enron accounting scandal]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Enron accounting scandal
Context triple: [Sarbanes–Oxley Act of 2002, motivatedBy, Enron accounting scandal]
  • A. Teapot Dome scandal
    The Teapot Dome scandal was a major 1920s U.S. political corruption case involving the secret leasing of federal oil reserves that severely damaged public trust in the Harding administration.
  • B. Lockheed bribery scandals
    The Lockheed bribery scandals were a series of high-profile corruption cases in the 1970s involving the U.S. aerospace company Lockheed paying illegal bribes to foreign officials and politicians to secure aircraft contracts, leading to major political fallout in several countries.
  • C. 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.
  • D. Watergate scandal
    The Watergate scandal was a major 1970s American political scandal involving the Nixon administration’s attempts to cover up a break-in at the Democratic National Committee headquarters, ultimately leading to President Richard Nixon’s resignation.
  • E. The Insider (film)
    The Insider is a 1999 drama film directed by Michael Mann that dramatizes tobacco industry whistleblower Jeffrey Wigand’s revelations and their broadcast on CBS’s 60 Minutes.
  • 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: Enron accounting scandal
Triple: [Sarbanes–Oxley Act of 2002, motivatedBy, Enron accounting scandal]
Generated description
The Enron accounting scandal was a major corporate fraud case in the early 2000s involving widespread financial misrepresentation at energy company Enron, which led to its bankruptcy and spurred sweeping reforms in U.S. corporate governance and financial regulation.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Enron accounting scandal
Target entity description: The Enron accounting scandal was a major corporate fraud case in the early 2000s involving widespread financial misrepresentation at energy company Enron, which led to its bankruptcy and spurred sweeping reforms in U.S. corporate governance and financial regulation.
  • A. Teapot Dome scandal
    The Teapot Dome scandal was a major 1920s U.S. political corruption case involving the secret leasing of federal oil reserves that severely damaged public trust in the Harding administration.
  • B. Lockheed bribery scandals
    The Lockheed bribery scandals were a series of high-profile corruption cases in the 1970s involving the U.S. aerospace company Lockheed paying illegal bribes to foreign officials and politicians to secure aircraft contracts, leading to major political fallout in several countries.
  • C. 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.
  • D. Watergate scandal
    The Watergate scandal was a major 1970s American political scandal involving the Nixon administration’s attempts to cover up a break-in at the Democratic National Committee headquarters, ultimately leading to President Richard Nixon’s resignation.
  • E. The Insider (film)
    The Insider is a 1999 drama film directed by Michael Mann that dramatizes tobacco industry whistleblower Jeffrey Wigand’s revelations and their broadcast on CBS’s 60 Minutes.
  • 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_69a25497e2f08190a040f8c6e1842643 completed Feb. 28, 2026, 2:36 a.m.
NER Named-entity recognition batch_69a25923507c8190bd7f6eda404b0da0 completed Feb. 28, 2026, 2:55 a.m.
NED1 Entity disambiguation (via context triple) batch_69a2fa7e41c88190bf15f5223d215ab8 completed Feb. 28, 2026, 2:23 p.m.
NEDg Description generation batch_69a2fb08e6bc81908d6067dcc9c9ffc9 completed Feb. 28, 2026, 2:26 p.m.
NED2 Entity disambiguation (via description) batch_69a2fb66d9188190b8de873fdb523f8f completed Feb. 28, 2026, 2:27 p.m.
Created at: Feb. 28, 2026, 2:40 a.m.