Triple
T18710185
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Stuart Townsend |
E457484
|
entity |
| Predicate | appearedIn |
P795
|
FINISHED |
| Object | Chaos Theory |
—
|
NE NERFINISHED |
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: Chaos Theory | Statement: [Stuart Townsend, appearedIn, Chaos Theory]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Chaos Theory Context triple: [Stuart Townsend, appearedIn, Chaos Theory]
-
A.
chaos theory
Chaos theory is a branch of mathematics and physics that studies how small differences in initial conditions can lead to vastly different outcomes in complex, dynamical systems, making long-term prediction effectively impossible.
-
B.
Nonlinear Dynamics and Chaos
Nonlinear Dynamics and Chaos is a widely used textbook by Steven Strogatz that introduces the theory and applications of nonlinear systems, emphasizing qualitative analysis, bifurcations, and chaotic behavior in real-world phenomena.
-
C.
Strange Attractors
"Strange Attractors" is a collection of philosophically rich short stories by Rebecca Goldstein that blend mathematics, science, and human relationships.
-
D.
Chaos: Making a New Science
Chaos: Making a New Science is a popular science book that introduced and explained the concepts and history of chaos theory to a broad audience.
-
E.
Systematic Chaos
Systematic Chaos is a 2007 progressive metal album by Dream Theater known for its complex compositions, technical musicianship, and dark, conceptual themes.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Chaos Theory Target entity description: Chaos Theory is a 2007 romantic comedy-drama film starring Ryan Reynolds as a compulsive time-management expert whose life spirals out of control after a series of unpredictable events.
-
A.
chaos theory
Chaos theory is a branch of mathematics and physics that studies how small differences in initial conditions can lead to vastly different outcomes in complex, dynamical systems, making long-term prediction effectively impossible.
-
B.
Nonlinear Dynamics and Chaos
Nonlinear Dynamics and Chaos is a widely used textbook by Steven Strogatz that introduces the theory and applications of nonlinear systems, emphasizing qualitative analysis, bifurcations, and chaotic behavior in real-world phenomena.
-
C.
Strange Attractors
"Strange Attractors" is a collection of philosophically rich short stories by Rebecca Goldstein that blend mathematics, science, and human relationships.
-
D.
Chaos: Making a New Science
Chaos: Making a New Science is a popular science book that introduced and explained the concepts and history of chaos theory to a broad audience.
-
E.
Systematic Chaos
Systematic Chaos is a 2007 progressive metal album by Dream Theater known for its complex compositions, technical musicianship, and dark, conceptual themes.
- F. None of above. chosen
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_69d8d392aad081909fe31aa03e6e97d1 |
completed | April 10, 2026, 10:40 a.m. |
| NER | Named-entity recognition | batch_69e5671a3c8c81909466bf5d81477a37 |
completed | April 19, 2026, 11:36 p.m. |
Created at: April 10, 2026, 11:50 a.m.