Triple

T2683625
Position Surface form Disambiguated ID Type / Status
Subject H-theorem E57430 entity
Predicate subjectOf P38 FINISHED
Object Loschmidt paradox
The Loschmidt paradox is a challenge to Boltzmann’s statistical explanation of the second law of thermodynamics, arguing that time-reversible microscopic dynamics seem incompatible with the observed macroscopic irreversibility of entropy increase.
E57430 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: Loschmidt paradox | Statement: [H-theorem, subjectOf, Loschmidt paradox]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Loschmidt paradox
Context triple: [H-theorem, subjectOf, Loschmidt paradox]
  • A. H-theorem
    The H-theorem is Boltzmann’s foundational result in statistical mechanics that explains the irreversible increase of entropy in a gas from time-reversible microscopic dynamics, providing a key link between mechanics and the second law of thermodynamics.
  • B. Sackur–Tetrode equation
    The Sackur–Tetrode equation is a fundamental formula in statistical mechanics that gives the absolute entropy of an ideal monatomic gas in terms of its volume, temperature, and particle number.
  • C. Maxwell's demon thought experiment
    Maxwell's demon thought experiment is a famous conceptual scenario in thermodynamics that imagines an intelligent being seemingly violating the second law by sorting fast and slow gas molecules without expending energy.
  • D. Laplace’s demon
    Laplace’s demon is a hypothetical intellect in classical determinism that, knowing all forces and positions of particles at one time, could predict the entire future and reconstruct the entire past of the universe.
  • E. Tolman–Ehrenfest effect
    The Tolman–Ehrenfest effect is a relativistic thermodynamic phenomenon stating that, in a system at thermal equilibrium within a gravitational field, temperature varies with gravitational potential so that hotter regions occur deeper in the gravitational well.
  • 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: Loschmidt paradox
Triple: [H-theorem, subjectOf, Loschmidt paradox]
Generated description
The Loschmidt paradox is a challenge to Boltzmann’s statistical explanation of the second law of thermodynamics, arguing that time-reversible microscopic dynamics seem incompatible with the observed macroscopic irreversibility of entropy increase.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Loschmidt paradox
Target entity description: The Loschmidt paradox is a challenge to Boltzmann’s statistical explanation of the second law of thermodynamics, arguing that time-reversible microscopic dynamics seem incompatible with the observed macroscopic irreversibility of entropy increase.
  • A. H-theorem chosen
    The H-theorem is Boltzmann’s foundational result in statistical mechanics that explains the irreversible increase of entropy in a gas from time-reversible microscopic dynamics, providing a key link between mechanics and the second law of thermodynamics.
  • B. Sackur–Tetrode equation
    The Sackur–Tetrode equation is a fundamental formula in statistical mechanics that gives the absolute entropy of an ideal monatomic gas in terms of its volume, temperature, and particle number.
  • C. Maxwell's demon thought experiment
    Maxwell's demon thought experiment is a famous conceptual scenario in thermodynamics that imagines an intelligent being seemingly violating the second law by sorting fast and slow gas molecules without expending energy.
  • D. Laplace’s demon
    Laplace’s demon is a hypothetical intellect in classical determinism that, knowing all forces and positions of particles at one time, could predict the entire future and reconstruct the entire past of the universe.
  • E. Tolman–Ehrenfest effect
    The Tolman–Ehrenfest effect is a relativistic thermodynamic phenomenon stating that, in a system at thermal equilibrium within a gravitational field, temperature varies with gravitational potential so that hotter regions occur deeper in the gravitational well.
  • F. None of above.

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_69ab4a5028388190a36f3baf1588309e completed March 6, 2026, 9:42 p.m.
NER Named-entity recognition batch_69abd9d7692c81909d8fd9ce3817161b completed March 7, 2026, 7:55 a.m.
NED1 Entity disambiguation (via context triple) batch_69afa06c7a908190ae3463bf3e204fa6 completed March 10, 2026, 4:39 a.m.
NEDg Description generation batch_69afa1196aac81909b25557dff5acf5e completed March 10, 2026, 4:42 a.m.
NED2 Entity disambiguation (via description) batch_69afa1a7d9b48190a8b14a7d209e1f26 completed March 10, 2026, 4:44 a.m.
Created at: March 6, 2026, 9:54 p.m.