Triple

T1827245

Position	Surface form	Disambiguated ID	Type / Status
Subject	A Brief History of Time	`E40679`	entity
Predicate	hasChapter	`P35`	FINISHED
Object	The Expanding Universe "The Expanding Universe" is a chapter in Stephen Hawking’s popular science book A Brief History of Time that explains how observations and cosmological theory reveal that the universe is growing larger over time.	`E203278`	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 Expanding Universe | Statement: [A Brief History of Time, hasChapter, The Expanding Universe]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: The Expanding Universe
Context triple: [A Brief History of Time, hasChapter, The Expanding Universe]

A. The Restless Universe
The Restless Universe is a popular science book by physicist Max Born that explains modern physics and quantum theory to a general audience in clear, accessible language.
B. The Universe: From Flat Earth to Quasar
"The Universe: From Flat Earth to Quasar" is a popular science book that traces the historical development of humanity’s understanding of the cosmos, from ancient cosmological models to modern astrophysics.
C. Essai de cosmologie
Essai de cosmologie is an 18th-century philosophical and scientific treatise by Pierre-Louis Moreau de Maupertuis that explores the structure and origins of the universe within the framework of early Enlightenment cosmology.
D. Origins: Fourteen Billion Years of Cosmic Evolution
"Origins: Fourteen Billion Years of Cosmic Evolution" is a popular science book that traces the history of the universe from the Big Bang to the emergence of life and human consciousness, co-authored by astrophysicist Neil deGrasse Tyson.
E. The Collapsing Universe
The Collapsing Universe is a popular science book by Isaac Asimov that explains black holes, stellar evolution, and the ultimate fate of the cosmos in accessible, non-technical language.
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 Expanding Universe
Triple: [A Brief History of Time, hasChapter, The Expanding Universe]

Generated description

"The Expanding Universe" is a chapter in Stephen Hawking’s popular science book *A Brief History of Time* that explains how observations and cosmological theory reveal that the universe is growing larger over time.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: The Expanding Universe
Target entity description: "The Expanding Universe" is a chapter in Stephen Hawking’s popular science book *A Brief History of Time* that explains how observations and cosmological theory reveal that the universe is growing larger over time.

A. The Restless Universe
The Restless Universe is a popular science book by physicist Max Born that explains modern physics and quantum theory to a general audience in clear, accessible language.
B. The Universe: From Flat Earth to Quasar
"The Universe: From Flat Earth to Quasar" is a popular science book that traces the historical development of humanity’s understanding of the cosmos, from ancient cosmological models to modern astrophysics.
C. Essai de cosmologie
Essai de cosmologie is an 18th-century philosophical and scientific treatise by Pierre-Louis Moreau de Maupertuis that explores the structure and origins of the universe within the framework of early Enlightenment cosmology.
D. Origins: Fourteen Billion Years of Cosmic Evolution
"Origins: Fourteen Billion Years of Cosmic Evolution" is a popular science book that traces the history of the universe from the Big Bang to the emergence of life and human consciousness, co-authored by astrophysicist Neil deGrasse Tyson.
E. The Collapsing Universe
The Collapsing Universe is a popular science book by Isaac Asimov that explains black holes, stellar evolution, and the ultimate fate of the cosmos in accessible, non-technical language.
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_69a8864644bc8190b2358ab897194ac1`	completed	March 4, 2026, 7:21 p.m.
NER	Named-entity recognition	`batch_69abb01022108190b1da05a31454ab8d`	completed	March 7, 2026, 4:56 a.m.
NED1	Entity disambiguation (via context triple)	`batch_69adbf6b4bdc8190b53dbdc9c31e3685`	completed	March 8, 2026, 6:26 p.m.
NEDg	Description generation	`batch_69adc07fff60819092b10dd0e417ac5a`	completed	March 8, 2026, 6:31 p.m.
NED2	Entity disambiguation (via description)	`batch_69adc0fd79c48190864f53a90517edc6`	completed	March 8, 2026, 6:33 p.m.

Created at: March 4, 2026, 7:32 p.m.