Triple

T6236699
Position Surface form Disambiguated ID Type / Status
Subject Laplace’s demon E139494 entity
Predicate challengedBy P2693 FINISHED
Object 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.
E577499 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: chaos theory | Statement: [Laplace’s demon, challengedBy, chaos theory]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: chaos theory
Context triple: [Laplace’s demon, challengedBy, chaos theory]
  • A. Chaos
    Chaos is the primordial void or yawning gap in ancient Greek cosmology, from which the first gods and elements of the universe emerged.
  • B. Chaos
    "Chaos" is a French film featuring Rachida Brakni in a critically acclaimed role that significantly raised her profile as an actress.
  • C. Lyapunov exponents
    Lyapunov exponents are quantitative measures in dynamical systems theory that characterize the rates at which nearby trajectories diverge or converge, indicating the presence and strength of chaos.
  • D. Nonlinearity
    Nonlinearity is a peer-reviewed scientific journal focusing on research in nonlinear science and mathematics, published by the London Mathematical Society.
  • E. Smale horseshoe
    The Smale horseshoe is a fundamental example in dynamical systems theory that illustrates chaotic behavior through a specific stretching-and-folding map of a square into a horseshoe-shaped region.
  • 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: chaos theory
Triple: [Laplace’s demon, challengedBy, chaos theory]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: chaos theory
Target entity description: 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.
  • A. Chaos
    Chaos is the primordial void or yawning gap in ancient Greek cosmology, from which the first gods and elements of the universe emerged.
  • B. Chaos
    "Chaos" is a French film featuring Rachida Brakni in a critically acclaimed role that significantly raised her profile as an actress.
  • C. Lyapunov exponents
    Lyapunov exponents are quantitative measures in dynamical systems theory that characterize the rates at which nearby trajectories diverge or converge, indicating the presence and strength of chaos.
  • D. Nonlinearity
    Nonlinearity is a peer-reviewed scientific journal focusing on research in nonlinear science and mathematics, published by the London Mathematical Society.
  • E. Smale horseshoe
    The Smale horseshoe is a fundamental example in dynamical systems theory that illustrates chaotic behavior through a specific stretching-and-folding map of a square into a horseshoe-shaped region.
  • 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_69c008b0e7ac8190808a59573ee646f3 completed March 22, 2026, 3:20 p.m.
NER Named-entity recognition batch_69c063021258819093a9237041816638 completed March 22, 2026, 9:45 p.m.
NED1 Entity disambiguation (via context triple) batch_69c20dfbf42c8190842a471db4ff3de0 completed March 24, 2026, 4:07 a.m.
NEDg Description generation batch_69c215efd48c81908365f0525cb6e3dc completed March 24, 2026, 4:41 a.m.
NED2 Entity disambiguation (via description) batch_69c21654dfac8190a5e985d539e2bcb4 completed March 24, 2026, 4:43 a.m.
Created at: March 22, 2026, 4:23 p.m.