Triple
T12216716
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Gary W. Gibbons |
E291104
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
“Cosmological event horizons, thermodynamics, and particle creation”
“Cosmological event horizons, thermodynamics, and particle creation” is a seminal paper by Gary W. Gibbons that explores the thermodynamic properties and quantum particle production associated with cosmological event horizons in expanding universes.
|
E970554
|
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: “Cosmological event horizons, thermodynamics, and particle creation” | Statement: [Gary W. Gibbons, notableWork, “Cosmological event horizons, thermodynamics, and particle creation”]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: “Cosmological event horizons, thermodynamics, and particle creation” Context triple: [Gary W. Gibbons, notableWork, “Cosmological event horizons, thermodynamics, and particle creation”]
-
A.
Hawking–Penrose singularity theorems
The Hawking–Penrose singularity theorems are foundational results in general relativity that show, under broad physical conditions, spacetime must contain singularities such as those inside black holes or at the Big Bang.
-
B.
Hartle–Hawking no-boundary proposal
The Hartle–Hawking no-boundary proposal is a quantum cosmological model suggesting that the universe is finite but without an initial temporal boundary, replacing the classical Big Bang singularity with a smooth, boundaryless beginning described by quantum gravity.
-
C.
Hawking radiation
Hawking radiation is the theoretical blackbody radiation predicted to be emitted by black holes due to quantum effects near the event horizon, causing them to lose mass and eventually evaporate.
-
D.
Zeldovich–Novikov theory of black holes
The Zeldovich–Novikov theory of black holes is a foundational theoretical framework that analyzes the formation, structure, and astrophysical properties of black holes within the context of general relativity and high-energy astrophysics.
-
E.
Black Holes and Baby Universes and Other Essays
Black Holes and Baby Universes and Other Essays is a 1993 collection of popular-science essays and reflections by physicist Stephen Hawking, exploring cosmology, black holes, and his personal life and ideas.
- 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: “Cosmological event horizons, thermodynamics, and particle creation” Triple: [Gary W. Gibbons, notableWork, “Cosmological event horizons, thermodynamics, and particle creation”]
Generated description
“Cosmological event horizons, thermodynamics, and particle creation” is a seminal paper by Gary W. Gibbons that explores the thermodynamic properties and quantum particle production associated with cosmological event horizons in expanding universes.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: “Cosmological event horizons, thermodynamics, and particle creation” Target entity description: “Cosmological event horizons, thermodynamics, and particle creation” is a seminal paper by Gary W. Gibbons that explores the thermodynamic properties and quantum particle production associated with cosmological event horizons in expanding universes.
-
A.
Hawking–Penrose singularity theorems
The Hawking–Penrose singularity theorems are foundational results in general relativity that show, under broad physical conditions, spacetime must contain singularities such as those inside black holes or at the Big Bang.
-
B.
Hartle–Hawking no-boundary proposal
The Hartle–Hawking no-boundary proposal is a quantum cosmological model suggesting that the universe is finite but without an initial temporal boundary, replacing the classical Big Bang singularity with a smooth, boundaryless beginning described by quantum gravity.
-
C.
Hawking radiation
Hawking radiation is the theoretical blackbody radiation predicted to be emitted by black holes due to quantum effects near the event horizon, causing them to lose mass and eventually evaporate.
-
D.
Zeldovich–Novikov theory of black holes
The Zeldovich–Novikov theory of black holes is a foundational theoretical framework that analyzes the formation, structure, and astrophysical properties of black holes within the context of general relativity and high-energy astrophysics.
-
E.
Black Holes and Baby Universes and Other Essays
Black Holes and Baby Universes and Other Essays is a 1993 collection of popular-science essays and reflections by physicist Stephen Hawking, exploring cosmology, black holes, and his personal life and ideas.
- 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_69d6ab65923081909acfc61b7a612233 |
completed | April 8, 2026, 7:24 p.m. |
| NER | Named-entity recognition | batch_69d91c9419d48190b0037fe8edc681c4 |
completed | April 10, 2026, 3:51 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69f60aa31f548190bd4f8cfe3c55614b |
completed | May 2, 2026, 2:30 p.m. |
| NEDg | Description generation | batch_69f60dbe4f788190a3b4be4b31cfbffa |
completed | May 2, 2026, 2:44 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69f60ee037bc8190be486e30e03031a7 |
completed | May 2, 2026, 2:49 p.m. |
Created at: April 8, 2026, 9:51 p.m.