Triple

T15280206
Position Surface form Disambiguated ID Type / Status
Subject Inferno (novel) E365248 entity
Predicate character P662 FINISHED
Object Bertrand Zobrist
Bertrand Zobrist is a brilliant but fanatical transhumanist scientist in Dan Brown's "Inferno" who engineers a drastic biothreat to address global overpopulation.
E1148456 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: Bertrand Zobrist | Statement: [Inferno (novel), character, Bertrand Zobrist]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Bertrand Zobrist
Context triple: [Inferno (novel), character, Bertrand Zobrist]
  • A. Albert Gamse
    Albert Gamse was an American lyricist best known for writing the official lyrics to the United States presidential anthem "Hail to the Chief."
  • B. Arthur Guez
    Arthur Guez is a machine learning researcher known for his contributions to deep reinforcement learning, including co-developing the Double DQN algorithm.
  • C. Willy Borchers
    Willy Borchers is a notable individual who shares the surname Borchers, though specific widely known biographical details about him are not clearly established in common reference sources.
  • D. George Schaefer
    George Schaefer was an American film executive and producer best known for his leadership at RKO Radio Pictures during the early 1940s, where he supported innovative projects such as Orson Welles’s work.
  • E. Paul Frankeur
    Paul Frankeur was a French character actor known for his prolific work in mid-20th-century French cinema, including collaborations with directors like Luis Buñuel.
  • 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: Bertrand Zobrist
Triple: [Inferno (novel), character, Bertrand Zobrist]
Generated description
Bertrand Zobrist is a brilliant but fanatical transhumanist scientist in Dan Brown's "Inferno" who engineers a drastic biothreat to address global overpopulation.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Bertrand Zobrist
Target entity description: Bertrand Zobrist is a brilliant but fanatical transhumanist scientist in Dan Brown's "Inferno" who engineers a drastic biothreat to address global overpopulation.
  • A. Albert Gamse
    Albert Gamse was an American lyricist best known for writing the official lyrics to the United States presidential anthem "Hail to the Chief."
  • B. Arthur Guez
    Arthur Guez is a machine learning researcher known for his contributions to deep reinforcement learning, including co-developing the Double DQN algorithm.
  • C. Willy Borchers
    Willy Borchers is a notable individual who shares the surname Borchers, though specific widely known biographical details about him are not clearly established in common reference sources.
  • D. George Schaefer
    George Schaefer was an American film executive and producer best known for his leadership at RKO Radio Pictures during the early 1940s, where he supported innovative projects such as Orson Welles’s work.
  • E. Paul Frankeur
    Paul Frankeur was a French character actor known for his prolific work in mid-20th-century French cinema, including collaborations with directors like Luis Buñuel.
  • 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_69d85a103d9081908c1ea6c4c73ac8e3 completed April 10, 2026, 2:01 a.m.
NER Named-entity recognition batch_69e00e504d8c8190ad6c565a31d1a9bd completed April 15, 2026, 10:16 p.m.
NED1 Entity disambiguation (via context triple) batch_69feef754c9c8190abdc1d08fd1511cd completed May 9, 2026, 8:25 a.m.
NEDg Description generation batch_69fef17e1b8481908600e8f2f60ebe98 completed May 9, 2026, 8:34 a.m.
NED2 Entity disambiguation (via description) batch_69fef1e8e41481908f2c8ebe1b1036fa completed May 9, 2026, 8:35 a.m.
Created at: April 10, 2026, 3:15 a.m.