Triple

T14945831
Position Surface form Disambiguated ID Type / Status
Subject Albert O. Hirschman E372655 entity
Predicate notableWork P4 FINISHED
Object Exit, Voice, and Loyalty
Exit, Voice, and Loyalty is a seminal 1970 book by economist Albert O. Hirschman that analyzes how individuals and organizations respond to decline through leaving, speaking up, or remaining committed.
E1128139 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: Exit, Voice, and Loyalty | Statement: [Albert O. Hirschman, notableWork, Exit, Voice, and Loyalty]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Exit, Voice, and Loyalty
Context triple: [Albert O. Hirschman, notableWork, Exit, Voice, and Loyalty]
  • A. The Business of Happiness
    The Business of Happiness is a book by entrepreneur and sports team owner Ted Leonsis that blends memoir and business advice to argue that true success comes from pursuing happiness, meaning, and service to others alongside financial achievement.
  • B. The Collaborative Habit
    The Collaborative Habit is a book by choreographer Twyla Tharp that explores how to build and sustain effective creative partnerships and teamwork.
  • C. The Influence Machine
    The Influence Machine is a multimedia art installation by Tony Oursler that uses projected video, sound, and light to explore themes of communication, technology, and the supernatural in public space.
  • D. The Inevitable
    The Inevitable is an English rendering of the name of Surah Al-Waqi'ah, a chapter of the Qur’an that vividly describes the certainty of the Day of Resurrection and the final sorting of humanity into different groups.
  • E. The Retreat to Commitment
    The Retreat to Commitment is a philosophical work by William W. Bartley that critiques traditional notions of rationality and justification, proposing a non-justificationist approach to knowledge and belief.
  • 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: Exit, Voice, and Loyalty
Triple: [Albert O. Hirschman, notableWork, Exit, Voice, and Loyalty]
Generated description
Exit, Voice, and Loyalty is a seminal 1970 book by economist Albert O. Hirschman that analyzes how individuals and organizations respond to decline through leaving, speaking up, or remaining committed.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Exit, Voice, and Loyalty
Target entity description: Exit, Voice, and Loyalty is a seminal 1970 book by economist Albert O. Hirschman that analyzes how individuals and organizations respond to decline through leaving, speaking up, or remaining committed.
  • A. The Business of Happiness
    The Business of Happiness is a book by entrepreneur and sports team owner Ted Leonsis that blends memoir and business advice to argue that true success comes from pursuing happiness, meaning, and service to others alongside financial achievement.
  • B. The Collaborative Habit
    The Collaborative Habit is a book by choreographer Twyla Tharp that explores how to build and sustain effective creative partnerships and teamwork.
  • C. The Influence Machine
    The Influence Machine is a multimedia art installation by Tony Oursler that uses projected video, sound, and light to explore themes of communication, technology, and the supernatural in public space.
  • D. The Inevitable
    The Inevitable is an English rendering of the name of Surah Al-Waqi'ah, a chapter of the Qur’an that vividly describes the certainty of the Day of Resurrection and the final sorting of humanity into different groups.
  • E. The Retreat to Commitment
    The Retreat to Commitment is a philosophical work by William W. Bartley that critiques traditional notions of rationality and justification, proposing a non-justificationist approach to knowledge and belief.
  • 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_69d85cca979481908747d2a81eba1cea completed April 10, 2026, 2:13 a.m.
NER Named-entity recognition batch_69ded68d20048190a403af85fe43dede completed April 15, 2026, 12:06 a.m.
NED1 Entity disambiguation (via context triple) batch_69fe7e963c548190b3a06ffbbb3298b2 completed May 9, 2026, 12:23 a.m.
NEDg Description generation batch_69fe807eaa208190a478f0d0599ef695 completed May 9, 2026, 12:31 a.m.
NED2 Entity disambiguation (via description) batch_69fe811c14448190b85d94244adcd662 completed May 9, 2026, 12:34 a.m.
Created at: April 10, 2026, 2:39 a.m.