Triple

T12559941
Position Surface form Disambiguated ID Type / Status
Subject Wait Wait... Don't Tell Me! E295314 entity
Predicate creator P184 FINISHED
Object Doug Berman
Doug Berman is an American radio producer best known for creating and producing popular NPR programs, including the news quiz show "Wait Wait... Don't Tell Me!" and the car-advice show "Car Talk."
E992262 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: Doug Berman | Statement: [Wait Wait... Don't Tell Me!, creator, Doug Berman]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Doug Berman
Context triple: [Wait Wait... Don't Tell Me!, creator, Doug Berman]
  • A. Michael Glouberman
    Michael Glouberman is a television writer and producer best known for his work on the acclaimed sitcom "Malcolm in the Middle."
  • B. Paul Kahn
    Paul Kahn is a notable individual whose specific public recognition or field of prominence is not clearly identifiable from the given information.
  • C. Ron Kass
    Ron Kass was a music industry executive and film producer best known for his work with Apple Records and for being married to actress Joan Collins.
  • D. Jeffrey Cohen
    Jeffrey Cohen is a songwriter best known for co-writing the theme song to the James Bond film "Licence to Kill."
  • E. Ian Kahn
    Ian Kahn is an American actor best known for playing George Washington on the television series "Turn: Washington's Spies."
  • 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: Doug Berman
Triple: [Wait Wait... Don't Tell Me!, creator, Doug Berman]
Generated description
Doug Berman is an American radio producer best known for creating and producing popular NPR programs, including the news quiz show "Wait Wait... Don't Tell Me!" and the car-advice show "Car Talk."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Doug Berman
Target entity description: Doug Berman is an American radio producer best known for creating and producing popular NPR programs, including the news quiz show "Wait Wait... Don't Tell Me!" and the car-advice show "Car Talk."
  • A. Michael Glouberman
    Michael Glouberman is a television writer and producer best known for his work on the acclaimed sitcom "Malcolm in the Middle."
  • B. Paul Kahn
    Paul Kahn is a notable individual whose specific public recognition or field of prominence is not clearly identifiable from the given information.
  • C. Ron Kass
    Ron Kass was a music industry executive and film producer best known for his work with Apple Records and for being married to actress Joan Collins.
  • D. Jeffrey Cohen
    Jeffrey Cohen is a songwriter best known for co-writing the theme song to the James Bond film "Licence to Kill."
  • E. Ian Kahn
    Ian Kahn is an American actor best known for playing George Washington on the television series "Turn: Washington's Spies."
  • 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_69d6ad9cac2c81908e8a7bed82d1e21d completed April 8, 2026, 7:33 p.m.
NER Named-entity recognition batch_69d954933e7c819083471c627ce55ff1 completed April 10, 2026, 7:50 p.m.
NED1 Entity disambiguation (via context triple) batch_69f65eb71c548190826d243a354bd01c completed May 2, 2026, 8:29 p.m.
NEDg Description generation batch_69f6605bca10819086966e1574c31318 completed May 2, 2026, 8:36 p.m.
NED2 Entity disambiguation (via description) batch_69f6617997188190bfce14c54619af7f completed May 2, 2026, 8:41 p.m.
Created at: April 8, 2026, 11:48 p.m.