Triple
T23142596
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | chaos theory |
E577499
|
entity |
| Predicate | hasPioneer |
P111402
|
FINISHED |
| Object | Benoit Mandelbrot |
—
|
NE NERFINISHED |
How this triple was built (2 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: Benoit Mandelbrot | Statement: [chaos theory, hasPioneer, Benoit Mandelbrot]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Benoit Mandelbrot Context triple: [chaos theory, hasPioneer, Benoit Mandelbrot]
-
A.
Benoît Mandelbrot
chosen
Benoît Mandelbrot was a Polish-French-American mathematician best known for founding fractal geometry and revolutionizing the study of complex, self-similar structures in nature.
-
B.
Helge von Koch
Helge von Koch was a Swedish mathematician best known for the Koch snowflake fractal and his contributions to number theory and the foundations of analysis.
-
C.
Mark Kac
Mark Kac was a Polish-American mathematician renowned for his work in probability theory and mathematical physics, particularly for linking stochastic processes with partial differential equations.
-
D.
Wacław Sierpiński
Wacław Sierpiński was a prominent Polish mathematician known for his foundational work in set theory, number theory, and topology, and for introducing famous fractal objects such as the Sierpiński triangle and Sierpiński carpet.
-
E.
Martin Gutzwiller
Martin Gutzwiller was a Swiss-American physicist best known for his pioneering work in quantum chaos and the development of the Gutzwiller trace formula.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (2 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_69e245f8e6248190ba3d58e068b4dccb |
completed | April 17, 2026, 2:38 p.m. |
| NER | Named-entity recognition | batch_69f18ecb72fc8190a24e8f5756217a36 |
completed | April 29, 2026, 4:53 a.m. |
Created at: April 17, 2026, 4 p.m.