Triple

T3675978
Position Surface form Disambiguated ID Type / Status
Subject Orbit E77992 entity
Predicate notableAuthorPublished P7039 FINISHED
Object Iain M. Banks
Iain M. Banks was a Scottish author best known for his acclaimed science fiction Culture series and his dark, genre-blurring mainstream novels.
E378569 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: Iain M. Banks | Statement: [Orbit, notableAuthorPublished, Iain M. Banks]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Iain M. Banks
Context triple: [Orbit, notableAuthorPublished, Iain M. Banks]
  • A. Stephen Baxter
    Stephen Baxter is a British science fiction author known for his hard science narratives, expansive space operas, and collaborations with Arthur C. Clarke.
  • B. Ian McDonald
    Ian McDonald is a British science fiction author known for his richly imagined, culturally diverse speculative novels such as "River of Gods" and "Brasyl."
  • C. Charles Stross
    Charles Stross is a British science fiction and fantasy author known for his inventive, genre-blending works such as the "Laundry Files" and "Merchant Princes" series.
  • D. Bruce Sterling
    Bruce Sterling is an American science fiction author and futurist best known as a leading figure in the cyberpunk movement and for works such as "Islands in the Net" and "Schismatrix."
  • E. L. Neil Smith
    L. Neil Smith was an American libertarian science fiction author and activist known for his pro-freedom themes and influential role in promoting libertarian ideas within speculative fiction.
  • 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: Iain M. Banks
Triple: [Orbit, notableAuthorPublished, Iain M. Banks]
Generated description
Iain M. Banks was a Scottish author best known for his acclaimed science fiction Culture series and his dark, genre-blurring mainstream novels.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Iain M. Banks
Target entity description: Iain M. Banks was a Scottish author best known for his acclaimed science fiction Culture series and his dark, genre-blurring mainstream novels.
  • A. Stephen Baxter
    Stephen Baxter is a British science fiction author known for his hard science narratives, expansive space operas, and collaborations with Arthur C. Clarke.
  • B. Ian McDonald
    Ian McDonald is a British science fiction author known for his richly imagined, culturally diverse speculative novels such as "River of Gods" and "Brasyl."
  • C. Charles Stross
    Charles Stross is a British science fiction and fantasy author known for his inventive, genre-blending works such as the "Laundry Files" and "Merchant Princes" series.
  • D. Bruce Sterling
    Bruce Sterling is an American science fiction author and futurist best known as a leading figure in the cyberpunk movement and for works such as "Islands in the Net" and "Schismatrix."
  • E. L. Neil Smith
    L. Neil Smith was an American libertarian science fiction author and activist known for his pro-freedom themes and influential role in promoting libertarian ideas within speculative fiction.
  • 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_69ad85e18c1c8190be8aafb227f39f48 completed March 8, 2026, 2:21 p.m.
NER Named-entity recognition batch_69adc462ffdc8190896e9f98f648e2f3 completed March 8, 2026, 6:48 p.m.
NED1 Entity disambiguation (via context triple) batch_69b48856b7d481909d9cc32586d61d44 completed March 13, 2026, 9:57 p.m.
NEDg Description generation batch_69b489b0de348190a339affb0d59e4b3 completed March 13, 2026, 10:03 p.m.
NED2 Entity disambiguation (via description) batch_69b4bc976fc881909a067b73002c5305 completed March 14, 2026, 1:40 a.m.
Created at: March 8, 2026, 3:25 p.m.