Triple

T8493087
Position Surface form Disambiguated ID Type / Status
Subject The Evitable Conflict E201020 entity
Predicate featuresCharacter P626 FINISHED
Object Stephen Byerley
Stephen Byerley is a central character in Isaac Asimov’s Robot series, notably depicted as a seemingly human politician whose true nature as a possible robot raises profound questions about identity and humanity.
 E739864 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: Stephen Byerley | Statement: [The Evitable Conflict, featuresCharacter, Stephen Byerley]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Stephen Byerley
Context triple: [The Evitable Conflict, featuresCharacter, Stephen Byerley]
  • A. Chris Ward
    Chris Ward is a relatively common personal name shared by multiple individuals across fields such as sports, politics, and the arts.
  • B. Steve Bisley
    Steve Bisley is an Australian actor best known for his role as Jim Goose in the original Mad Max film and for his extensive work in Australian film and television.
  • C. Derek Blundell
    Derek Blundell is a distinguished geologist recognized for his significant contributions to the earth sciences, honored by awards such as the William Smith Medal.
  • D. Mike Brereton
    Mike Brereton is an athlete known for playing with the sports team The Warriors.
  • E. Colin Jones
    Colin Jones is a fictional character in the Bridget Jones series, known primarily as Bridget Jones’s father.
  • 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: Stephen Byerley
Triple: [The Evitable Conflict, featuresCharacter, Stephen Byerley]
Generated description
Stephen Byerley is a central character in Isaac Asimov’s Robot series, notably depicted as a seemingly human politician whose true nature as a possible robot raises profound questions about identity and humanity.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Stephen Byerley
Target entity description: Stephen Byerley is a central character in Isaac Asimov’s Robot series, notably depicted as a seemingly human politician whose true nature as a possible robot raises profound questions about identity and humanity.
  • A. Chris Ward
    Chris Ward is a relatively common personal name shared by multiple individuals across fields such as sports, politics, and the arts.
  • B. Steve Bisley
    Steve Bisley is an Australian actor best known for his role as Jim Goose in the original Mad Max film and for his extensive work in Australian film and television.
  • C. Derek Blundell
    Derek Blundell is a distinguished geologist recognized for his significant contributions to the earth sciences, honored by awards such as the William Smith Medal.
  • D. Mike Brereton
    Mike Brereton is an athlete known for playing with the sports team The Warriors.
  • E. Colin Jones
    Colin Jones is a fictional character in the Bridget Jones series, known primarily as Bridget Jones’s father.
  • 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_69ca831ee390819095fae73400bbfafc completed March 30, 2026, 2:05 p.m.
NER Named-entity recognition batch_69cbe579b7088190b297b04527e36a2b completed March 31, 2026, 3:17 p.m.
NED1 Entity disambiguation (via context triple) batch_69ce4df8f78c81908c83d7d5ac996504 completed April 2, 2026, 11:07 a.m.
NEDg Description generation batch_69ce4ff668d4819081f4c3186437291b completed April 2, 2026, 11:16 a.m.
NED2 Entity disambiguation (via description) batch_69ce54cc52cc81908ca48c93956ca86e completed April 2, 2026, 11:36 a.m.
Created at: March 30, 2026, 6:13 p.m.