Triple

T10647571
Position Surface form Disambiguated ID Type / Status
Subject Christopher Cerf E250875 entity
Predicate notableWork P4 FINISHED
Object The Experts Speak
The Experts Speak is a humorous reference book co-authored by Christopher Cerf that compiles famously wrong predictions and misguided expert opinions throughout history.
E878199 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: The Experts Speak | Statement: [Christopher Cerf, notableWork, The Experts Speak]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Experts Speak
Context triple: [Christopher Cerf, notableWork, The Experts Speak]
  • A. Panel of Experts
    The Panel of Experts is a group of specialists appointed by the United Nations to monitor, investigate, and report on the implementation and impact of specific UN sanctions regimes.
  • B. Assembly of Experts
    The Assembly of Experts is a powerful Iranian clerical body responsible for selecting, overseeing, and theoretically dismissing the country’s Supreme Leader.
  • C. Independent Experts
    Independent Experts are specialists appointed by the UN Human Rights Council to monitor, report on, and advise regarding specific human rights issues or country situations worldwide.
  • D. Technical Committee of Experts
    The Technical Committee of Experts is a specialized advisory body that provides technical guidance and expertise to support the Niger Basin Authority’s decisions and regional water-resource management.
  • E. e-Expert
    The e-Expert is Peugeot’s fully electric version of its Expert light commercial van, designed for zero-emission urban and regional cargo transport.
  • 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: The Experts Speak
Triple: [Christopher Cerf, notableWork, The Experts Speak]
Generated description
The Experts Speak is a humorous reference book co-authored by Christopher Cerf that compiles famously wrong predictions and misguided expert opinions throughout history.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Experts Speak
Target entity description: The Experts Speak is a humorous reference book co-authored by Christopher Cerf that compiles famously wrong predictions and misguided expert opinions throughout history.
  • A. Panel of Experts
    The Panel of Experts is a group of specialists appointed by the United Nations to monitor, investigate, and report on the implementation and impact of specific UN sanctions regimes.
  • B. Assembly of Experts
    The Assembly of Experts is a powerful Iranian clerical body responsible for selecting, overseeing, and theoretically dismissing the country’s Supreme Leader.
  • C. Independent Experts
    Independent Experts are specialists appointed by the UN Human Rights Council to monitor, report on, and advise regarding specific human rights issues or country situations worldwide.
  • D. Technical Committee of Experts
    The Technical Committee of Experts is a specialized advisory body that provides technical guidance and expertise to support the Niger Basin Authority’s decisions and regional water-resource management.
  • E. e-Expert
    The e-Expert is Peugeot’s fully electric version of its Expert light commercial van, designed for zero-emission urban and regional cargo transport.
  • 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_69d6aa5a4c4881908f39be6efe5981e5 completed April 8, 2026, 7:19 p.m.
NER Named-entity recognition batch_69d6dfe29b8081908eb13637e0475ba1 completed April 8, 2026, 11:08 p.m.
NED1 Entity disambiguation (via context triple) batch_69d97a580d388190aea5edadd4afc0d1 completed April 10, 2026, 10:31 p.m.
NEDg Description generation batch_69d97cc20448819094d650b9c1067dca completed April 10, 2026, 10:42 p.m.
NED2 Entity disambiguation (via description) batch_69d97e0cda0c8190af5013b971b2ad3c completed April 10, 2026, 10:47 p.m.
Created at: April 8, 2026, 9:05 p.m.