Triple

T15447120
Position Surface form Disambiguated ID Type / Status
Subject Nanabhoy Palkhivala E370052 entity
Predicate notableWork P4 FINISHED
Object The Law and Practice of Income Tax
The Law and Practice of Income Tax is a seminal Indian legal treatise that systematically analyzes and interprets income tax law and its practical application.
E1157118 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 Law and Practice of Income Tax | Statement: [Nanabhoy Palkhivala, notableWork, The Law and Practice of Income Tax]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Law and Practice of Income Tax
Context triple: [Nanabhoy Palkhivala, notableWork, The Law and Practice of Income Tax]
  • A. “Cases and Materials on Federal Taxation”
    “Cases and Materials on Federal Taxation” is a leading law school casebook, originally authored by Erwin N. Griswold, that compiles key cases, statutes, and commentary to teach and analyze U.S. federal tax law.
  • B. United States taxation and revenue case law
    United States taxation and revenue case law comprises judicial decisions that interpret and apply federal and state tax statutes, regulations, and constitutional provisions, shaping how taxes are assessed, collected, and disputed in the United States.
  • C. The Elasticity of Taxable Income: Evidence and Implications
    "The Elasticity of Taxable Income: Evidence and Implications" is a highly influential economics paper by Emmanuel Saez that analyzes how taxpayers respond to changes in marginal tax rates and draws policy conclusions for optimal tax design.
  • D. Columbia Journal of Tax Law
    The Columbia Journal of Tax Law is an academic law review published by Columbia Law School that focuses on scholarship and analysis in the field of tax law and policy.
  • E. Income Tax: The Root of All Evil
    "Income Tax: The Root of All Evil" is a libertarian polemic by Frank Chodorov that argues the federal income tax fundamentally undermines individual liberty and paves the way for an overreaching state.
  • 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 Law and Practice of Income Tax
Triple: [Nanabhoy Palkhivala, notableWork, The Law and Practice of Income Tax]
Generated description
The Law and Practice of Income Tax is a seminal Indian legal treatise that systematically analyzes and interprets income tax law and its practical application.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Law and Practice of Income Tax
Target entity description: The Law and Practice of Income Tax is a seminal Indian legal treatise that systematically analyzes and interprets income tax law and its practical application.
  • A. “Cases and Materials on Federal Taxation”
    “Cases and Materials on Federal Taxation” is a leading law school casebook, originally authored by Erwin N. Griswold, that compiles key cases, statutes, and commentary to teach and analyze U.S. federal tax law.
  • B. United States taxation and revenue case law
    United States taxation and revenue case law comprises judicial decisions that interpret and apply federal and state tax statutes, regulations, and constitutional provisions, shaping how taxes are assessed, collected, and disputed in the United States.
  • C. The Elasticity of Taxable Income: Evidence and Implications
    "The Elasticity of Taxable Income: Evidence and Implications" is a highly influential economics paper by Emmanuel Saez that analyzes how taxpayers respond to changes in marginal tax rates and draws policy conclusions for optimal tax design.
  • D. Columbia Journal of Tax Law
    The Columbia Journal of Tax Law is an academic law review published by Columbia Law School that focuses on scholarship and analysis in the field of tax law and policy.
  • E. Income Tax: The Root of All Evil
    "Income Tax: The Root of All Evil" is a libertarian polemic by Frank Chodorov that argues the federal income tax fundamentally undermines individual liberty and paves the way for an overreaching state.
  • 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_69d85a19180081909925012fbf4e62a3 completed April 10, 2026, 2:02 a.m.
NER Named-entity recognition batch_69e03ef767b4819099f2c0919a158321 completed April 16, 2026, 1:44 a.m.
NED1 Entity disambiguation (via context triple) batch_69ff21afb6f4819094162ca842b7eb60 completed May 9, 2026, 11:59 a.m.
NEDg Description generation batch_69ff22a9429081909724f248da07e24a completed May 9, 2026, 12:03 p.m.
NED2 Entity disambiguation (via description) batch_69ff2339ae808190bf2d4676215399c0 completed May 9, 2026, 12:06 p.m.
Created at: April 10, 2026, 3:21 a.m.