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.