Triple
T1800520
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | psychohistory |
E39706
|
entity |
| Predicate | developedByCharacter |
P32509
|
FINISHED |
| Object | Hari Seldon |
E200987
|
NE FINISHED |
How this triple was built (3 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: Hari Seldon | Statement: [psychohistory, developedByCharacter, Hari Seldon]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Hari Seldon Context triple: [psychohistory, developedByCharacter, Hari Seldon]
-
A.
Hari Seldon
chosen
Hari Seldon is a brilliant mathematician and creator of psychohistory in Isaac Asimov’s Foundation series, whose predictive science shapes the fate of the Galactic Empire.
-
B.
Golan Trevize
Golan Trevize is a starship pilot and councilman from Isaac Asimov’s Foundation series, known for his intuitive decision-making that shapes the future course of the galaxy.
-
C.
R. Daneel Olivaw
R. Daneel Olivaw is a highly advanced humanoid robot from Isaac Asimov’s Robot and Foundation series, known for his strict adherence to and later reinterpretation of the Three Laws of Robotics while subtly guiding human history.
-
D.
Janov Pelorat
Janov Pelorat is a scholarly historian and linguist in Isaac Asimov's Foundation series, known for his expertise in ancient human history and myths.
-
E.
Elijah Baley
Elijah Baley is a pragmatic, Earth-born human detective from Isaac Asimov’s Robot series, known for his partnership with the robot R. Daneel Olivaw in solving futuristic murder mysteries.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: developedByCharacter Context triple: [psychohistory, developedByCharacter, Hari Seldon]
-
A.
developedAs
Indicates that one entity was created, designed, or evolved specifically to function as or replace another entity.
-
B.
characterBasedOn
Indicates that one character is modeled, inspired, or derived from another real or fictional entity.
-
C.
characterIn
Indicates that an entity appears as a character within a specified work, story, or narrative.
-
D.
basedOnCharacterBy
Indicates that one work, adaptation, or portrayal is derived from or inspired by a character created by another entity.
-
E.
eraCharacter
Indicates that a character is associated with, or belongs to, a particular historical or fictional 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_69a88632aa588190ba3978fde0db5bbd |
completed | March 4, 2026, 7:21 p.m. |
| NER | Named-entity recognition | batch_69aba67721788190951beae25e885457 |
completed | March 7, 2026, 4:15 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69add1baea1c8190a452ffb17dc91aa0 |
completed | March 8, 2026, 7:44 p.m. |
| PD | Predicate disambiguation | batch_69aa61d514c081908197ac1f7c7d7a88 |
completed | March 6, 2026, 5:10 a.m. |
| PDg | Predicate description generation | batch_69aba67554788190b429f2b9f0a70310 |
completed | March 7, 2026, 4:15 a.m. |
Created at: March 4, 2026, 7:32 p.m.