Triple

T9756648
Position Surface form Disambiguated ID Type / Status
Subject Edward Arthur Milne E236568 entity
Predicate hasWrittenWork P4 FINISHED
Object Thermodynamics of the Stars
Thermodynamics of the Stars is a scientific work by astrophysicist Edward Arthur Milne that applies thermodynamic principles to explain the physical structure and energy processes of stars.
 E818287 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: Thermodynamics of the Stars | Statement: [Edward Arthur Milne, hasWrittenWork, Thermodynamics of the Stars]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Thermodynamics of the Stars
Context triple: [Edward Arthur Milne, hasWrittenWork, Thermodynamics of the Stars]
  • A. Structure and Evolution of the Stars
    Structure and Evolution of the Stars is a classic astrophysics textbook by Martin Schwarzschild that systematically develops the theory of stellar interiors and their life cycles.
  • B. The Internal Constitution of the Stars
    The Internal Constitution of the Stars is Arthur Eddington’s landmark 1926 astrophysics treatise that laid the foundations for the modern theory of stellar structure and evolution.
  • C. An Introduction to the Study of Stellar Structure
    An Introduction to the Study of Stellar Structure is a foundational astrophysics monograph by Subrahmanyan Chandrasekhar that rigorously develops the theory of the internal structure and evolution of stars.
  • D. Stellar Atmospheres
    "Stellar Atmospheres" is a landmark astrophysics work that fundamentally advanced understanding of the physical properties and chemical composition of stars.
  • E. Physics of Astrophysics, Volume II: Gas Dynamics
    Physics of Astrophysics, Volume II: Gas Dynamics is a graduate-level textbook by Frank H. Shu that provides a rigorous, comprehensive treatment of gas dynamics and fluid processes in astrophysical contexts.
  • 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: Thermodynamics of the Stars
Triple: [Edward Arthur Milne, hasWrittenWork, Thermodynamics of the Stars]
Generated description
Thermodynamics of the Stars is a scientific work by astrophysicist Edward Arthur Milne that applies thermodynamic principles to explain the physical structure and energy processes of stars.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Thermodynamics of the Stars
Target entity description: Thermodynamics of the Stars is a scientific work by astrophysicist Edward Arthur Milne that applies thermodynamic principles to explain the physical structure and energy processes of stars.
  • A. Structure and Evolution of the Stars
    Structure and Evolution of the Stars is a classic astrophysics textbook by Martin Schwarzschild that systematically develops the theory of stellar interiors and their life cycles.
  • B. The Internal Constitution of the Stars
    The Internal Constitution of the Stars is Arthur Eddington’s landmark 1926 astrophysics treatise that laid the foundations for the modern theory of stellar structure and evolution.
  • C. An Introduction to the Study of Stellar Structure
    An Introduction to the Study of Stellar Structure is a foundational astrophysics monograph by Subrahmanyan Chandrasekhar that rigorously develops the theory of the internal structure and evolution of stars.
  • D. Stellar Atmospheres
    "Stellar Atmospheres" is a landmark astrophysics work that fundamentally advanced understanding of the physical properties and chemical composition of stars.
  • E. Physics of Astrophysics, Volume II: Gas Dynamics
    Physics of Astrophysics, Volume II: Gas Dynamics is a graduate-level textbook by Frank H. Shu that provides a rigorous, comprehensive treatment of gas dynamics and fluid processes in astrophysical contexts.
  • 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_69ca84d4eddc8190996fec1417d2bae8 completed March 30, 2026, 2:12 p.m.
NER Named-entity recognition batch_69cd9fb2889481908fba4a449d5007fe completed April 1, 2026, 10:44 p.m.
NED1 Entity disambiguation (via context triple) batch_69d1b02ff0f4819080410d4e7e809a24 completed April 5, 2026, 12:43 a.m.
NEDg Description generation batch_69d1b1b8c75481909b847591b80255bc completed April 5, 2026, 12:50 a.m.
NED2 Entity disambiguation (via description) batch_69d1b24f4af4819089b7e5b2b0165808 completed April 5, 2026, 12:52 a.m.
Created at: March 30, 2026, 8:24 p.m.