Triple

T590685
Position Surface form Disambiguated ID Type / Status
Subject Milton Friedman E17260 entity
Predicate notableWork P4 FINISHED
Object Free to Choose
Free to Choose is a 1980 book and television series by economists Milton and Rose Friedman that advocates free-market economic policies and individual liberty.
 E74343 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: Free to Choose | Statement: [Milton Friedman, notableWork, Free to Choose]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Free to Choose
Context triple: [Milton Friedman, notableWork, Free to Choose]
  • A. Capitalism and Freedom
    Capitalism and Freedom is a landmark 1962 book by economist Milton Friedman that argues for the primacy of free-market capitalism as a foundation for individual liberty and limited government.
  • B. Beyond Freedom and Dignity
    Beyond Freedom and Dignity is a controversial 1971 book by behaviorist B. F. Skinner that argues human behavior is best shaped through environmental conditioning rather than notions of free will or moral autonomy.
  • C. Development as Freedom
    Development as Freedom is a seminal book by economist Amartya Sen that argues true development should be understood as the expansion of people's substantive freedoms and capabilities rather than merely economic growth.
  • D. Letter to the Free
    "Letter to the Free" is a politically charged hip-hop song by Common that reflects on mass incarceration and racial injustice in the United States.
  • E. The Freedom of the Will
    The Freedom of the Will is an influential 18th-century theological and philosophical treatise by Jonathan Edwards that rigorously defends a compatibilist view of human freedom and divine sovereignty.
  • 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: Free to Choose
Triple: [Milton Friedman, notableWork, Free to Choose]
Generated description
Free to Choose is a 1980 book and television series by economists Milton and Rose Friedman that advocates free-market economic policies and individual liberty.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Free to Choose
Target entity description: Free to Choose is a 1980 book and television series by economists Milton and Rose Friedman that advocates free-market economic policies and individual liberty.
  • A. Capitalism and Freedom
    Capitalism and Freedom is a landmark 1962 book by economist Milton Friedman that argues for the primacy of free-market capitalism as a foundation for individual liberty and limited government.
  • B. Beyond Freedom and Dignity
    Beyond Freedom and Dignity is a controversial 1971 book by behaviorist B. F. Skinner that argues human behavior is best shaped through environmental conditioning rather than notions of free will or moral autonomy.
  • C. Development as Freedom
    Development as Freedom is a seminal book by economist Amartya Sen that argues true development should be understood as the expansion of people's substantive freedoms and capabilities rather than merely economic growth.
  • D. Letter to the Free
    "Letter to the Free" is a politically charged hip-hop song by Common that reflects on mass incarceration and racial injustice in the United States.
  • E. The Freedom of the Will
    The Freedom of the Will is an influential 18th-century theological and philosophical treatise by Jonathan Edwards that rigorously defends a compatibilist view of human freedom and divine sovereignty.
  • 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_69a49379d09c8190ac7e00b24e2810b1 completed March 1, 2026, 7:28 p.m.
NER Named-entity recognition batch_69a49bb8ff0081909cd53d88930e2693 completed March 1, 2026, 8:04 p.m.
NED1 Entity disambiguation (via context triple) batch_69a518c44ef0819088048289ed31246f completed March 2, 2026, 4:57 a.m.
NEDg Description generation batch_69a5194215848190874442451c32a10b completed March 2, 2026, 4:59 a.m.
NED2 Entity disambiguation (via description) batch_69a519d2e46881909d00ff279bd4a13e completed March 2, 2026, 5:02 a.m.
Created at: March 1, 2026, 7:33 p.m.