Triple

T8669551
Position Surface form Disambiguated ID Type / Status
Subject David Levien E205759 entity
Predicate series P1761 FINISHED
Object Frank Behr series
The Frank Behr series is a set of hard-boiled crime novels by David Levien featuring Indianapolis private investigator Frank Behr as he tackles gritty, often violent cases.
 E750067 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: Frank Behr series | Statement: [David Levien, series, Frank Behr series]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Frank Behr series
Context triple: [David Levien, series, Frank Behr series]
  • A. Lloyd Hopkins Trilogy
    The Lloyd Hopkins Trilogy is a series of hard-boiled crime novels by James Ellroy featuring obsessive LAPD detective Lloyd Hopkins as he confronts brutal criminals and his own psychological demons in a dark, violent vision of Los Angeles.
  • B. Blackford Oakes novels
    The Blackford Oakes novels are a series of Cold War-era spy thrillers following the adventures of an American CIA agent navigating high-stakes international intrigue and political conflict.
  • C. Elmwood Springs series
    The Elmwood Springs series is a collection of heartwarming, small-town novels by Fannie Flagg that follow the intertwined lives and stories of residents in the fictional community of Elmwood Springs, Missouri.
  • D. Haystacks series
    The Haystacks series is a group of Impressionist paintings by Claude Monet that depict stacks of harvested grain in varying light and weather conditions to explore the effects of atmosphere and time of day.
  • E. Alvirah and Willy series
    The Alvirah and Willy series is a collection of light mystery novels by Mary Higgins Clark featuring a lottery-winning former cleaning woman and her devoted husband who repeatedly become amateur sleuths.
  • 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: Frank Behr series
Triple: [David Levien, series, Frank Behr series]
Generated description
The Frank Behr series is a set of hard-boiled crime novels by David Levien featuring Indianapolis private investigator Frank Behr as he tackles gritty, often violent cases.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Frank Behr series
Target entity description: The Frank Behr series is a set of hard-boiled crime novels by David Levien featuring Indianapolis private investigator Frank Behr as he tackles gritty, often violent cases.
  • A. Lloyd Hopkins Trilogy
    The Lloyd Hopkins Trilogy is a series of hard-boiled crime novels by James Ellroy featuring obsessive LAPD detective Lloyd Hopkins as he confronts brutal criminals and his own psychological demons in a dark, violent vision of Los Angeles.
  • B. Blackford Oakes novels
    The Blackford Oakes novels are a series of Cold War-era spy thrillers following the adventures of an American CIA agent navigating high-stakes international intrigue and political conflict.
  • C. Elmwood Springs series
    The Elmwood Springs series is a collection of heartwarming, small-town novels by Fannie Flagg that follow the intertwined lives and stories of residents in the fictional community of Elmwood Springs, Missouri.
  • D. Haystacks series
    The Haystacks series is a group of Impressionist paintings by Claude Monet that depict stacks of harvested grain in varying light and weather conditions to explore the effects of atmosphere and time of day.
  • E. Alvirah and Willy series
    The Alvirah and Willy series is a collection of light mystery novels by Mary Higgins Clark featuring a lottery-winning former cleaning woman and her devoted husband who repeatedly become amateur sleuths.
  • 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_69ca83516ae88190aefe034b3bc589e3 completed March 30, 2026, 2:06 p.m.
NER Named-entity recognition batch_69cc4917cb9881909a73b74e54250613 completed March 31, 2026, 10:22 p.m.
NED1 Entity disambiguation (via context triple) batch_69cecd2b996481908da33fbd95494376 completed April 2, 2026, 8:10 p.m.
NEDg Description generation batch_69cece8fcbcc8190832a66287bc8f833 completed April 2, 2026, 8:16 p.m.
NED2 Entity disambiguation (via description) batch_69cecff48600819086a15700cb947056 completed April 2, 2026, 8:22 p.m.
Created at: March 30, 2026, 6:31 p.m.