Triple

T16250023
Position Surface form Disambiguated ID Type / Status
Subject Chapter 68 of the Internal Revenue Code E394475 entity
Predicate contains P35 FINISHED
Object Section 6663 of the Internal Revenue Code
Section 6663 of the Internal Revenue Code is the provision that imposes a substantial civil fraud penalty on taxpayers who underpay their tax due to fraudulent conduct.
E1211119 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: Section 6663 of the Internal Revenue Code | Statement: [Chapter 68 of the Internal Revenue Code, contains, Section 6663 of the Internal Revenue Code]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Section 6663 of the Internal Revenue Code
Context triple: [Chapter 68 of the Internal Revenue Code, contains, Section 6663 of the Internal Revenue Code]
  • A. Section 6653 of the Internal Revenue Code
    Section 6653 of the Internal Revenue Code is a former tax provision that imposed additions to tax for negligence or intentional disregard of IRS rules and regulations.
  • B. Section 6662 of the Internal Revenue Code
    Section 6662 of the Internal Revenue Code is a U.S. tax law provision that imposes accuracy-related penalties on underpayments of tax resulting from negligence, substantial understatements, valuation misstatements, and certain other misconduct.
  • C. Section 6654 of the Internal Revenue Code
    Section 6654 of the Internal Revenue Code is the federal tax provision that imposes additions to tax (penalties) on individuals and certain other taxpayers for underpayment of estimated income tax.
  • D. Section 6652 of the Internal Revenue Code
    Section 6652 of the Internal Revenue Code is a federal tax provision that imposes civil penalties for failures related to filing certain required information returns and statements.
  • E. Section 6655 of the Internal Revenue Code
    Section 6655 of the Internal Revenue Code is the provision that imposes and governs penalties on corporations for underpayment of estimated income tax.
  • 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: Section 6663 of the Internal Revenue Code
Triple: [Chapter 68 of the Internal Revenue Code, contains, Section 6663 of the Internal Revenue Code]
Generated description
Section 6663 of the Internal Revenue Code is the provision that imposes a substantial civil fraud penalty on taxpayers who underpay their tax due to fraudulent conduct.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Section 6663 of the Internal Revenue Code
Target entity description: Section 6663 of the Internal Revenue Code is the provision that imposes a substantial civil fraud penalty on taxpayers who underpay their tax due to fraudulent conduct.
  • A. Section 6653 of the Internal Revenue Code
    Section 6653 of the Internal Revenue Code is a former tax provision that imposed additions to tax for negligence or intentional disregard of IRS rules and regulations.
  • B. Section 6662 of the Internal Revenue Code
    Section 6662 of the Internal Revenue Code is a U.S. tax law provision that imposes accuracy-related penalties on underpayments of tax resulting from negligence, substantial understatements, valuation misstatements, and certain other misconduct.
  • C. Section 6654 of the Internal Revenue Code
    Section 6654 of the Internal Revenue Code is the federal tax provision that imposes additions to tax (penalties) on individuals and certain other taxpayers for underpayment of estimated income tax.
  • D. Section 6652 of the Internal Revenue Code
    Section 6652 of the Internal Revenue Code is a federal tax provision that imposes civil penalties for failures related to filing certain required information returns and statements.
  • E. Section 6655 of the Internal Revenue Code
    Section 6655 of the Internal Revenue Code is the provision that imposes and governs penalties on corporations for underpayment of estimated income tax.
  • 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_69d87f2171208190951025e526947816 completed April 10, 2026, 4:40 a.m.
NER Named-entity recognition batch_69e2459606f88190a53905186f7f73be completed April 17, 2026, 2:37 p.m.
NED1 Entity disambiguation (via context triple) batch_6a003c48c5cc8190ba99154e99942316 completed May 10, 2026, 8:05 a.m.
NEDg Description generation batch_6a003d449da881908eb66b2e9c20729e completed May 10, 2026, 8:09 a.m.
NED2 Entity disambiguation (via description) batch_6a003d9c6f1881909c0155c0fd3f9872 completed May 10, 2026, 8:11 a.m.
Created at: April 10, 2026, 5:04 a.m.