Triple

T16250081
Position Surface form Disambiguated ID Type / Status
Subject Subchapter B of Chapter 68 of the Internal Revenue Code E394476 entity
Predicate contains P35 FINISHED
Object Internal Revenue Code section 6684
Internal Revenue Code section 6684 is a civil penalty provision that imposes fines for certain improper or fraudulent tax-related actions, such as willful understatements or misstatements connected with tax shelter or similar arrangements.
E1211120 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: Internal Revenue Code section 6684 | Statement: [Subchapter B of Chapter 68 of the Internal Revenue Code, contains, Internal Revenue Code section 6684]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Internal Revenue Code section 6684
Context triple: [Subchapter B of Chapter 68 of the Internal Revenue Code, contains, Internal Revenue Code section 6684]
  • A. Internal Revenue Code section 6683
    Internal Revenue Code section 6683 is a federal tax provision that imposes penalties related to failures or misconduct in connection with certain tax return or statement requirements.
  • B. Internal Revenue Code section 6682
    Internal Revenue Code section 6682 is a U.S. tax provision that imposes penalties on individuals who furnish false or fraudulent information with respect to withholding or backup withholding.
  • C. Internal Revenue Code section 6681
    Internal Revenue Code section 6681 is a federal tax provision that imposes penalties related to failures in filing or complying with certain information reporting or registration requirements.
  • D. Internal Revenue Code section 6680
    Internal Revenue Code section 6680 is a civil penalty provision that imposes monetary sanctions for certain failures or misconduct related to federal tax administration.
  • E. Internal Revenue Code section 6673
    Internal Revenue Code section 6673 is a federal tax provision that authorizes the U.S. Tax Court to impose monetary penalties on taxpayers and their representatives for frivolous or groundless litigation or for instituting proceedings primarily for delay.
  • 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: Internal Revenue Code section 6684
Triple: [Subchapter B of Chapter 68 of the Internal Revenue Code, contains, Internal Revenue Code section 6684]
Generated description
Internal Revenue Code section 6684 is a civil penalty provision that imposes fines for certain improper or fraudulent tax-related actions, such as willful understatements or misstatements connected with tax shelter or similar arrangements.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Internal Revenue Code section 6684
Target entity description: Internal Revenue Code section 6684 is a civil penalty provision that imposes fines for certain improper or fraudulent tax-related actions, such as willful understatements or misstatements connected with tax shelter or similar arrangements.
  • A. Internal Revenue Code section 6683
    Internal Revenue Code section 6683 is a federal tax provision that imposes penalties related to failures or misconduct in connection with certain tax return or statement requirements.
  • B. Internal Revenue Code section 6682
    Internal Revenue Code section 6682 is a U.S. tax provision that imposes penalties on individuals who furnish false or fraudulent information with respect to withholding or backup withholding.
  • C. Internal Revenue Code section 6681
    Internal Revenue Code section 6681 is a federal tax provision that imposes penalties related to failures in filing or complying with certain information reporting or registration requirements.
  • D. Internal Revenue Code section 6680
    Internal Revenue Code section 6680 is a civil penalty provision that imposes monetary sanctions for certain failures or misconduct related to federal tax administration.
  • E. Internal Revenue Code section 6673
    Internal Revenue Code section 6673 is a federal tax provision that authorizes the U.S. Tax Court to impose monetary penalties on taxpayers and their representatives for frivolous or groundless litigation or for instituting proceedings primarily for delay.
  • 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.