Triple

T234112
Position Surface form Disambiguated ID Type / Status
Subject Massachusetts General Laws E4471 entity
Predicate hasPart P35 FINISHED
Object Massachusetts General Laws Chapter 93A
Massachusetts General Laws Chapter 93A is a Massachusetts statute that regulates unfair and deceptive business practices and provides consumers and businesses with legal remedies for such conduct.
 E4471 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: Massachusetts General Laws Chapter 93A | Statement: [Massachusetts General Laws, hasPart, Massachusetts General Laws Chapter 93A]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Massachusetts General Laws Chapter 93A
Context triple: [Massachusetts General Laws, hasPart, Massachusetts General Laws Chapter 93A]
  • A. Massachusetts General Laws
    Massachusetts General Laws are the codified statutes that form the primary body of statutory law governing the Commonwealth of Massachusetts.
  • B. Constitution of the Commonwealth of Massachusetts
    The Constitution of the Commonwealth of Massachusetts is the foundational legal charter of the U.S. state of Massachusetts, outlining its governmental structure, citizens’ rights, and guiding principles.
  • C. Massachusetts Bar
    The Massachusetts Bar is the professional body and licensing authority for attorneys authorized to practice law in the Commonwealth of Massachusetts.
  • D. Massachusetts Rules of Professional Conduct
    The Massachusetts Rules of Professional Conduct are the ethical and professional standards that govern the behavior and responsibilities of attorneys licensed to practice law in Massachusetts.
  • E. Massachusetts state legislature
    The Massachusetts state legislature is the bicameral lawmaking body of the Commonwealth of Massachusetts, consisting of the Senate and House of Representatives and responsible for enacting state laws and overseeing the state budget.
  • 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: Massachusetts General Laws Chapter 93A
Triple: [Massachusetts General Laws, hasPart, Massachusetts General Laws Chapter 93A]
Generated description
Massachusetts General Laws Chapter 93A is a Massachusetts statute that regulates unfair and deceptive business practices and provides consumers and businesses with legal remedies for such conduct.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Massachusetts General Laws Chapter 93A
Target entity description: Massachusetts General Laws Chapter 93A is a Massachusetts statute that regulates unfair and deceptive business practices and provides consumers and businesses with legal remedies for such conduct.
  • A. Massachusetts General Laws chosen
    Massachusetts General Laws are the codified statutes that form the primary body of statutory law governing the Commonwealth of Massachusetts.
  • B. Constitution of the Commonwealth of Massachusetts
    The Constitution of the Commonwealth of Massachusetts is the foundational legal charter of the U.S. state of Massachusetts, outlining its governmental structure, citizens’ rights, and guiding principles.
  • C. Massachusetts Bar
    The Massachusetts Bar is the professional body and licensing authority for attorneys authorized to practice law in the Commonwealth of Massachusetts.
  • D. Massachusetts Rules of Professional Conduct
    The Massachusetts Rules of Professional Conduct are the ethical and professional standards that govern the behavior and responsibilities of attorneys licensed to practice law in Massachusetts.
  • E. Massachusetts state legislature
    The Massachusetts state legislature is the bicameral lawmaking body of the Commonwealth of Massachusetts, consisting of the Senate and House of Representatives and responsible for enacting state laws and overseeing the state budget.
  • F. None of above.

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_69a257363ffc81909757bde7ab3404da completed Feb. 28, 2026, 2:47 a.m.
NER Named-entity recognition batch_69a25cb07b5c8190a482154819912abf completed Feb. 28, 2026, 3:10 a.m.
NED1 Entity disambiguation (via context triple) batch_69a362bea434819080956ea05967a25f completed Feb. 28, 2026, 9:48 p.m.
NEDg Description generation batch_69a363a037d88190b3e5f79ece1c56a2 completed Feb. 28, 2026, 9:52 p.m.
NED2 Entity disambiguation (via description) batch_69a363eb40e0819093b4c046bd28dafd completed Feb. 28, 2026, 9:53 p.m.
Created at: Feb. 28, 2026, 2:53 a.m.