Triple

T4805614
Position Surface form Disambiguated ID Type / Status
Subject Stephen Baxter E106938 entity
Predicate notableWork P4 FINISHED
Object Timelike Infinity
Timelike Infinity is a hard science fiction novel by Stephen Baxter that explores time travel, cosmic engineering, and far-future human evolution within his Xeelee Sequence universe.
E469517 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: Timelike Infinity | Statement: [Stephen Baxter, notableWork, Timelike Infinity]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Timelike Infinity
Context triple: [Stephen Baxter, notableWork, Timelike Infinity]
  • 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. Penrose–Carter diagrams
    Penrose–Carter diagrams are spacetime diagrams used in general relativity that compactify infinity to depict the global causal structure of solutions like black holes and cosmological models.
  • C. The Mathematical Theory of Black Holes
    The Mathematical Theory of Black Holes is a landmark monograph that presents a rigorous, comprehensive treatment of the physics and mathematics underlying black hole solutions in general relativity.
  • D. Cauchy horizon
    A Cauchy horizon is a lightlike boundary in certain spacetime solutions of general relativity, such as rotating black holes, beyond which the deterministic evolution from initial data breaks down.
  • 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: Timelike Infinity
Triple: [Stephen Baxter, notableWork, Timelike Infinity]
Generated description
Timelike Infinity is a hard science fiction novel by Stephen Baxter that explores time travel, cosmic engineering, and far-future human evolution within his Xeelee Sequence universe.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Timelike Infinity
Target entity description: Timelike Infinity is a hard science fiction novel by Stephen Baxter that explores time travel, cosmic engineering, and far-future human evolution within his Xeelee Sequence universe.
  • 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. Penrose–Carter diagrams
    Penrose–Carter diagrams are spacetime diagrams used in general relativity that compactify infinity to depict the global causal structure of solutions like black holes and cosmological models.
  • C. The Mathematical Theory of Black Holes
    The Mathematical Theory of Black Holes is a landmark monograph that presents a rigorous, comprehensive treatment of the physics and mathematics underlying black hole solutions in general relativity.
  • D. Cauchy horizon
    A Cauchy horizon is a lightlike boundary in certain spacetime solutions of general relativity, such as rotating black holes, beyond which the deterministic evolution from initial data breaks down.
  • 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_69bd43f6a1e08190bf0a372bfc336ee5 completed March 20, 2026, 12:56 p.m.
NER Named-entity recognition batch_69bd6c678e58819094cdf18d8c5ea96f completed March 20, 2026, 3:48 p.m.
NED1 Entity disambiguation (via context triple) batch_69be440706888190a5f62bef629d3777 completed March 21, 2026, 7:08 a.m.
NEDg Description generation batch_69be45e0c5a48190b9e390048c863f06 completed March 21, 2026, 7:16 a.m.
NED2 Entity disambiguation (via description) batch_69be46ef17588190a9bc179029e0a6a0 completed March 21, 2026, 7:21 a.m.
Created at: March 20, 2026, 1:23 p.m.