Triple

T308337
Position Surface form Disambiguated ID Type / Status
Subject Isaac Asimov E6350 entity
Predicate notableWork P4 FINISHED
Object The Stars, Like Dust
The Stars, Like Dust is a science fiction novel by Isaac Asimov set in his Galactic Empire universe, following a young nobleman entangled in political intrigue and rebellion against a tyrannical interstellar regime.
 E40193 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 Stars, Like Dust | Statement: [Isaac Asimov, notableWork, The Stars, Like Dust]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: The Stars, Like Dust
Context triple: [Isaac Asimov, notableWork, The Stars, Like Dust]
  • A. The Lives of the Stars
    "The Lives of the Stars" is an episode of the science documentary series *Cosmos: A Personal Voyage* that explores the birth, evolution, and death of stars and their role in shaping the universe.
  • B. The Cosmic Connection
    The Cosmic Connection is a popular science book by Carl Sagan that explores humanity’s place in the universe and the possibility of extraterrestrial life.
  • C. The Currents of Space
    The Currents of Space is a science fiction novel by Isaac Asimov set in his Galactic Empire universe, exploring political intrigue, planetary exploitation, and social stratification on a distant world.
  • D. Les Solitudes
    Les Solitudes is a reflective poetic work by French writer and first Nobel Prize in Literature laureate Sully Prudhomme, exploring themes of isolation and inner life.
  • E. Blues for a Red Planet
    "Blues for a Red Planet" is an episode of the science documentary series *Cosmos: A Personal Voyage* that explores the history, science, and human fascination surrounding the planet Mars.
  • 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 Stars, Like Dust
Triple: [Isaac Asimov, notableWork, The Stars, Like Dust]
Generated description
The Stars, Like Dust is a science fiction novel by Isaac Asimov set in his Galactic Empire universe, following a young nobleman entangled in political intrigue and rebellion against a tyrannical interstellar regime.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: The Stars, Like Dust
Target entity description: The Stars, Like Dust is a science fiction novel by Isaac Asimov set in his Galactic Empire universe, following a young nobleman entangled in political intrigue and rebellion against a tyrannical interstellar regime.
  • A. The Lives of the Stars
    "The Lives of the Stars" is an episode of the science documentary series *Cosmos: A Personal Voyage* that explores the birth, evolution, and death of stars and their role in shaping the universe.
  • B. The Cosmic Connection
    The Cosmic Connection is a popular science book by Carl Sagan that explores humanity’s place in the universe and the possibility of extraterrestrial life.
  • C. The Currents of Space
    The Currents of Space is a science fiction novel by Isaac Asimov set in his Galactic Empire universe, exploring political intrigue, planetary exploitation, and social stratification on a distant world.
  • D. Les Solitudes
    Les Solitudes is a reflective poetic work by French writer and first Nobel Prize in Literature laureate Sully Prudhomme, exploring themes of isolation and inner life.
  • E. Blues for a Red Planet
    "Blues for a Red Planet" is an episode of the science documentary series *Cosmos: A Personal Voyage* that explores the history, science, and human fascination surrounding the planet Mars.
  • 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_69a2e79230508190b912ecb555aae17e completed Feb. 28, 2026, 1:03 p.m.
NER Named-entity recognition batch_69a2ea3289608190a36c20a47761c6e4 completed Feb. 28, 2026, 1:14 p.m.
NED1 Entity disambiguation (via context triple) batch_69a3bc255b308190b3f92e81801e65eb completed March 1, 2026, 4:10 a.m.
NEDg Description generation batch_69a3bcbe01108190b5552d6db99f481a completed March 1, 2026, 4:12 a.m.
NED2 Entity disambiguation (via description) batch_69a3bd195c5c8190b5580c21100215a7 completed March 1, 2026, 4:14 a.m.
Created at: Feb. 28, 2026, 1:06 p.m.