Triple

T11063562
Position Surface form Disambiguated ID Type / Status
Subject Barbara Ehrenreich E261565 entity
Predicate notableWork P4 FINISHED
Object Bait and Switch
"Bait and Switch" is a nonfiction book by Barbara Ehrenreich that critiques the precariousness and illusions of white-collar employment in contemporary American corporate culture.
 E903061 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: Bait and Switch | Statement: [Barbara Ehrenreich, notableWork, Bait and Switch]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Bait and Switch
Context triple: [Barbara Ehrenreich, notableWork, Bait and Switch]
  • A. Hit the Switch
    "Hit the Switch" is a song by Bright Eyes from their experimental, electronically influenced 2005 album *Digital Ash in a Digital Urn*.
  • B. Quick Change
    Quick Change is a 1990 crime-comedy film co-directed by and starring Bill Murray as a mastermind bank robber whose escape from New York City goes increasingly awry.
  • C. Two for the Price of One
    "Two for the Price of One" is a synth-pop song by the Swedish group ABBA, featured on their 1981 studio album "The Visitors."
  • D. Backhander
    Backhander is the codename for a specific military operation, likely involving covert or strategic actions under the designation "Operation Backhander."
  • E. The Trick
    The Trick is a British drama film in which George MacKay stars in a story inspired by the real-life "Climategate" email hacking scandal.
  • 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: Bait and Switch
Triple: [Barbara Ehrenreich, notableWork, Bait and Switch]
Generated description
"Bait and Switch" is a nonfiction book by Barbara Ehrenreich that critiques the precariousness and illusions of white-collar employment in contemporary American corporate culture.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Bait and Switch
Target entity description: "Bait and Switch" is a nonfiction book by Barbara Ehrenreich that critiques the precariousness and illusions of white-collar employment in contemporary American corporate culture.
  • A. Hit the Switch
    "Hit the Switch" is a song by Bright Eyes from their experimental, electronically influenced 2005 album *Digital Ash in a Digital Urn*.
  • B. Quick Change
    Quick Change is a 1990 crime-comedy film co-directed by and starring Bill Murray as a mastermind bank robber whose escape from New York City goes increasingly awry.
  • C. Two for the Price of One
    "Two for the Price of One" is a synth-pop song by the Swedish group ABBA, featured on their 1981 studio album "The Visitors."
  • D. Backhander
    Backhander is the codename for a specific military operation, likely involving covert or strategic actions under the designation "Operation Backhander."
  • E. The Trick
    The Trick is a British drama film in which George MacKay stars in a story inspired by the real-life "Climategate" email hacking scandal.
  • 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_69d6aa98650481908609c7c56bfa7902 completed April 8, 2026, 7:20 p.m.
NER Named-entity recognition batch_69d798ed07f88190bf501d9f63386ada completed April 9, 2026, 12:17 p.m.
NED1 Entity disambiguation (via context triple) batch_69e3c8977f98819082dec025e92782da completed April 18, 2026, 6:08 p.m.
NEDg Description generation batch_69e3cadf271081908d2b794a4288892a completed April 18, 2026, 6:18 p.m.
NED2 Entity disambiguation (via description) batch_69e3cf1f508c81909b4ca8131b7fc9ee completed April 18, 2026, 6:36 p.m.
Created at: April 8, 2026, 9:26 p.m.