Triple
T6389508
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Ian Stewart |
E143784
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
The Collapse of Chaos
The Collapse of Chaos is a popular science book by mathematician Ian Stewart (with Jack Cohen) that explores complexity theory, chaos, and how simple rules can give rise to the rich structures and behaviors seen in nature.
|
E589557
|
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: The Collapse of Chaos | Statement: [Ian Stewart, notableWork, The Collapse of Chaos]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: The Collapse of Chaos Context triple: [Ian Stewart, notableWork, The Collapse of Chaos]
-
A.
Chaos and the Calm
"Chaos and the Calm" is the first full-length studio album by English singer-songwriter James Bay, featuring soulful pop-rock tracks that brought him widespread commercial success and critical recognition.
-
B.
So-Called Chaos
So-Called Chaos is a 2004 studio album by Canadian singer-songwriter Alanis Morissette that blends introspective lyrics with pop-rock and alternative influences.
-
C.
The Architecture of Collapse
The Architecture of Collapse is a book by sociologist Mauro F. Guillén that analyzes the structural vulnerabilities and interconnected risks of the global economic and political system.
-
D.
Amidst the Chaos
"Amidst the Chaos" is a 2019 studio album by American singer-songwriter Sara Bareilles, noted for its soulful pop sound and politically and emotionally charged songwriting.
-
E.
Dismantling the Empire
Dismantling the Empire is a political analysis book by Chalmers Johnson that critiques U.S. militarism and imperial overreach and warns of its consequences for American democracy.
- 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: The Collapse of Chaos Triple: [Ian Stewart, notableWork, The Collapse of Chaos]
Generated description
The Collapse of Chaos is a popular science book by mathematician Ian Stewart (with Jack Cohen) that explores complexity theory, chaos, and how simple rules can give rise to the rich structures and behaviors seen in nature.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: The Collapse of Chaos Target entity description: The Collapse of Chaos is a popular science book by mathematician Ian Stewart (with Jack Cohen) that explores complexity theory, chaos, and how simple rules can give rise to the rich structures and behaviors seen in nature.
-
A.
Chaos and the Calm
"Chaos and the Calm" is the first full-length studio album by English singer-songwriter James Bay, featuring soulful pop-rock tracks that brought him widespread commercial success and critical recognition.
-
B.
So-Called Chaos
So-Called Chaos is a 2004 studio album by Canadian singer-songwriter Alanis Morissette that blends introspective lyrics with pop-rock and alternative influences.
-
C.
The Architecture of Collapse
The Architecture of Collapse is a book by sociologist Mauro F. Guillén that analyzes the structural vulnerabilities and interconnected risks of the global economic and political system.
-
D.
Amidst the Chaos
"Amidst the Chaos" is a 2019 studio album by American singer-songwriter Sara Bareilles, noted for its soulful pop sound and politically and emotionally charged songwriting.
-
E.
Dismantling the Empire
Dismantling the Empire is a political analysis book by Chalmers Johnson that critiques U.S. militarism and imperial overreach and warns of its consequences for American democracy.
- 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_69c008db906c819096f3597d55d95432 |
completed | March 22, 2026, 3:20 p.m. |
| NER | Named-entity recognition | batch_69c0686cc6d481909c62a29a84a4ce8e |
completed | March 22, 2026, 10:08 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c638868d4481908611530d0bc8e286 |
completed | March 27, 2026, 7:57 a.m. |
| NEDg | Description generation | batch_69c639320a608190bc1123fe00ac1f9a |
completed | March 27, 2026, 8 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c639f9916c8190a1a9f0284198aebd |
completed | March 27, 2026, 8:04 a.m. |
Created at: March 22, 2026, 4:34 p.m.