Triple

T4163924
Position Surface form Disambiguated ID Type / Status
Subject Andrei Linde E84395 entity
Predicate knownFor P22 FINISHED
Object chaotic inflation
Chaotic inflation is a cosmological model proposed by Andrei Linde in which the early universe undergoes rapid exponential expansion driven by randomly distributed scalar fields in a high-energy chaotic initial state.
 E418138 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: chaotic inflation | Statement: [Andrei Linde, knownFor, chaotic inflation]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: chaotic inflation
Context triple: [Andrei Linde, knownFor, chaotic inflation]
  • A. eternal inflation
    Eternal inflation is a cosmological theory proposing that the rapid expansion of space continues indefinitely in some regions, constantly spawning new "bubble" universes with potentially different physical properties.
  • B. inflationary universe theory
    Inflationary universe theory is a cosmological model proposing that the early universe underwent an extremely rapid exponential expansion, explaining its large-scale uniformity and structure.
  • C. false vacuum inflation
    False vacuum inflation is a cosmological theory proposing that the early universe underwent an extremely rapid exponential expansion driven by a metastable high-energy vacuum state.
  • D. ekpyrotic universe model
    The ekpyrotic universe model is a cosmological theory proposing that the universe originated from the collision of higher-dimensional branes, offering an alternative to the standard inflationary Big Bang scenario.
  • E. conformal cyclic cosmology
    Conformal cyclic cosmology is Roger Penrose’s speculative cosmological model proposing that the universe undergoes an infinite sequence of “aeons,” where the remote future of each becomes the Big Bang of the next through conformal geometry.
  • 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: chaotic inflation
Triple: [Andrei Linde, knownFor, chaotic inflation]
Generated description
Chaotic inflation is a cosmological model proposed by Andrei Linde in which the early universe undergoes rapid exponential expansion driven by randomly distributed scalar fields in a high-energy chaotic initial state.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: chaotic inflation
Target entity description: Chaotic inflation is a cosmological model proposed by Andrei Linde in which the early universe undergoes rapid exponential expansion driven by randomly distributed scalar fields in a high-energy chaotic initial state.
  • A. eternal inflation
    Eternal inflation is a cosmological theory proposing that the rapid expansion of space continues indefinitely in some regions, constantly spawning new "bubble" universes with potentially different physical properties.
  • B. inflationary universe theory
    Inflationary universe theory is a cosmological model proposing that the early universe underwent an extremely rapid exponential expansion, explaining its large-scale uniformity and structure.
  • C. false vacuum inflation
    False vacuum inflation is a cosmological theory proposing that the early universe underwent an extremely rapid exponential expansion driven by a metastable high-energy vacuum state.
  • D. ekpyrotic universe model
    The ekpyrotic universe model is a cosmological theory proposing that the universe originated from the collision of higher-dimensional branes, offering an alternative to the standard inflationary Big Bang scenario.
  • E. conformal cyclic cosmology
    Conformal cyclic cosmology is Roger Penrose’s speculative cosmological model proposing that the universe undergoes an infinite sequence of “aeons,” where the remote future of each becomes the Big Bang of the next through conformal geometry.
  • 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_69aed932cab48190b80ffe35f7029ae1 completed March 9, 2026, 2:29 p.m.
NER Named-entity recognition batch_69af02a9bf348190b99cecd19fe65779 completed March 9, 2026, 5:26 p.m.
NED1 Entity disambiguation (via context triple) batch_69b57f478c948190a997e006015e588d completed March 14, 2026, 3:31 p.m.
NEDg Description generation batch_69b57fcd3d60819086ab5ad7b69242a2 completed March 14, 2026, 3:33 p.m.
NED2 Entity disambiguation (via description) batch_69b5803ec2088190ac9d4b3d34278e17 completed March 14, 2026, 3:35 p.m.
Created at: March 9, 2026, 3:44 p.m.