Triple
T308402
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Isaac Asimov |
E6350
|
entity |
| Predicate | notableIdea |
P4
|
FINISHED |
| Object |
psychohistory
Psychohistory is a fictional scientific discipline from Isaac Asimov’s Foundation series that uses mathematical and statistical laws to predict the future behavior of large populations.
|
E39706
|
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: psychohistory | Statement: [Isaac Asimov, notableIdea, psychohistory]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: psychohistory Context triple: [Isaac Asimov, notableIdea, psychohistory]
-
A.
Berserker hypothesis
The Berserker hypothesis is a proposed solution to the Fermi paradox suggesting that self-replicating killer probes or hostile civilizations systematically destroy emerging intelligent life in the galaxy, explaining our apparent cosmic silence.
-
B.
History of the Inductive Sciences
History of the Inductive Sciences is William Whewell’s comprehensive 19th-century survey of the development of scientific knowledge and methods from antiquity to his own time.
-
C.
Glimpses of World History
Glimpses of World History is a collection of letters written by Jawaharlal Nehru to his daughter Indira Gandhi, offering a sweeping narrative of global history from ancient times to the early 20th century.
-
D.
Reason and Revolution
Reason and Revolution is a seminal 1941 philosophical work by Herbert Marcuse that critically interprets Hegel and traces the development of critical theory and modern social thought.
-
E.
The Outline of History
The Outline of History is a sweeping early-20th-century universal history book by H. G. Wells that attempts to narrate the story of humanity from prehistoric times to the modern era.
- 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: psychohistory Triple: [Isaac Asimov, notableIdea, psychohistory]
Generated description
Psychohistory is a fictional scientific discipline from Isaac Asimov’s Foundation series that uses mathematical and statistical laws to predict the future behavior of large populations.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: psychohistory Target entity description: Psychohistory is a fictional scientific discipline from Isaac Asimov’s Foundation series that uses mathematical and statistical laws to predict the future behavior of large populations.
-
A.
Berserker hypothesis
The Berserker hypothesis is a proposed solution to the Fermi paradox suggesting that self-replicating killer probes or hostile civilizations systematically destroy emerging intelligent life in the galaxy, explaining our apparent cosmic silence.
-
B.
History of the Inductive Sciences
History of the Inductive Sciences is William Whewell’s comprehensive 19th-century survey of the development of scientific knowledge and methods from antiquity to his own time.
-
C.
Glimpses of World History
Glimpses of World History is a collection of letters written by Jawaharlal Nehru to his daughter Indira Gandhi, offering a sweeping narrative of global history from ancient times to the early 20th century.
-
D.
Reason and Revolution
Reason and Revolution is a seminal 1941 philosophical work by Herbert Marcuse that critically interprets Hegel and traces the development of critical theory and modern social thought.
-
E.
The Outline of History
The Outline of History is a sweeping early-20th-century universal history book by H. G. Wells that attempts to narrate the story of humanity from prehistoric times to the modern era.
- 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_69a2e79230508190b912ecb555aae17e |
completed | Feb. 28, 2026, 1:03 p.m. |
| NER | Named-entity recognition | batch_69a2ea3289608190a36c20a47761c6e4 |
completed | Feb. 28, 2026, 1:14 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69a3b475e91c8190b68b05a8112d35dd |
completed | March 1, 2026, 3:37 a.m. |
| NEDg | Description generation | batch_69a3b52d7d208190b03eac35baed1294 |
completed | March 1, 2026, 3:40 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69a3b5c1360c819093622754b6f1d2d8 |
completed | March 1, 2026, 3:42 a.m. |
Created at: Feb. 28, 2026, 1:06 p.m.