Triple
T1800539
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | psychohistory |
E39706
|
entity |
| Predicate | hasConcept |
P531
|
FINISHED |
| Object |
Seldon Crisis
Seldon Crisis is a pivotal, mathematically predicted period of social and political upheaval in Isaac Asimov’s Foundation series, during which the course of galactic history can be decisively altered.
|
E205694
|
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: Seldon Crisis | Statement: [psychohistory, hasConcept, Seldon Crisis]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Seldon Crisis Context triple: [psychohistory, hasConcept, Seldon Crisis]
-
A.
Seldon Plan
The Seldon Plan is a long-term, mathematically derived strategy in Isaac Asimov’s Foundation series designed to guide humanity through a predicted dark age and shorten the collapse of galactic civilization.
-
B.
The Sentinel
The Sentinel is a 1977 supernatural horror film known for its eerie atmosphere and cult status, in which Christopher Walken appears among an ensemble cast.
-
C.
The Sentinel
"The Sentinel" is a seminal science fiction short story by Arthur C. Clarke that helped inspire the concept and themes of his later work "2001: A Space Odyssey."
-
D.
A World Destroyed
A World Destroyed is a historical study by Martin J. Sherwin examining the development and use of the atomic bomb and its profound political and moral consequences.
-
E.
Ratner’s Star
Ratner’s Star is a dense, experimental novel by Don DeLillo that blends science fiction, mathematics, and satire in its portrayal of a young math prodigy deciphering a mysterious signal from space.
- 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: Seldon Crisis Triple: [psychohistory, hasConcept, Seldon Crisis]
Generated description
Seldon Crisis is a pivotal, mathematically predicted period of social and political upheaval in Isaac Asimov’s Foundation series, during which the course of galactic history can be decisively altered.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Seldon Crisis Target entity description: Seldon Crisis is a pivotal, mathematically predicted period of social and political upheaval in Isaac Asimov’s Foundation series, during which the course of galactic history can be decisively altered.
-
A.
Seldon Plan
The Seldon Plan is a long-term, mathematically derived strategy in Isaac Asimov’s Foundation series designed to guide humanity through a predicted dark age and shorten the collapse of galactic civilization.
-
B.
The Sentinel
The Sentinel is a 1977 supernatural horror film known for its eerie atmosphere and cult status, in which Christopher Walken appears among an ensemble cast.
-
C.
The Sentinel
"The Sentinel" is a seminal science fiction short story by Arthur C. Clarke that helped inspire the concept and themes of his later work "2001: A Space Odyssey."
-
D.
A World Destroyed
A World Destroyed is a historical study by Martin J. Sherwin examining the development and use of the atomic bomb and its profound political and moral consequences.
-
E.
Ratner’s Star
Ratner’s Star is a dense, experimental novel by Don DeLillo that blends science fiction, mathematics, and satire in its portrayal of a young math prodigy deciphering a mysterious signal from space.
- 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_69a88632aa588190ba3978fde0db5bbd |
completed | March 4, 2026, 7:21 p.m. |
| NER | Named-entity recognition | batch_69aa656ad5d4819090e677ad137b0cd1 |
completed | March 6, 2026, 5:26 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69adc9a799fc81909acb620f3e569265 |
completed | March 8, 2026, 7:10 p.m. |
| NEDg | Description generation | batch_69adcb1466788190bdcb50107d838f83 |
completed | March 8, 2026, 7:16 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69adcbf5b0b881909d43c748034481f4 |
completed | March 8, 2026, 7:20 p.m. |
Created at: March 4, 2026, 7:32 p.m.