Triple

T8758385
Position Surface form Disambiguated ID Type / Status
Subject Air America Radio E208129 entity
Predicate notableHost P5272 FINISHED
Object Thom Hartmann
Thom Hartmann is a progressive political commentator, author, and radio host known for his influential talk show and advocacy on liberal and democratic issues.
 E755565 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: Thom Hartmann | Statement: [Air America Radio, notableHost, Thom Hartmann]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Thom Hartmann
Context triple: [Air America Radio, notableHost, Thom Hartmann]
  • A. Jason Hart
    Jason Hart is a former American professional basketball player who later became a college coach.
  • B. David Sirota
    David Sirota is an American journalist, author, and political commentator who co-wrote the screenplay for the satirical disaster film "Don't Look Up."
  • C. Mike Savage
    Mike Savage is a Canadian politician who has served as the mayor of Halifax, Nova Scotia.
  • D. Hugh Hewitt
    Hugh Hewitt is an American conservative radio talk show host, lawyer, and political commentator known for his nationally syndicated program and frequent appearances on television news panels.
  • E. Ben Maddow
    Ben Maddow was an American screenwriter and documentary filmmaker known for his work on classic mid-20th-century films and socially conscious cinema.
  • 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: Thom Hartmann
Triple: [Air America Radio, notableHost, Thom Hartmann]
Generated description
Thom Hartmann is a progressive political commentator, author, and radio host known for his influential talk show and advocacy on liberal and democratic issues.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Thom Hartmann
Target entity description: Thom Hartmann is a progressive political commentator, author, and radio host known for his influential talk show and advocacy on liberal and democratic issues.
  • A. Jason Hart
    Jason Hart is a former American professional basketball player who later became a college coach.
  • B. David Sirota
    David Sirota is an American journalist, author, and political commentator who co-wrote the screenplay for the satirical disaster film "Don't Look Up."
  • C. Mike Savage
    Mike Savage is a Canadian politician who has served as the mayor of Halifax, Nova Scotia.
  • D. Hugh Hewitt
    Hugh Hewitt is an American conservative radio talk show host, lawyer, and political commentator known for his nationally syndicated program and frequent appearances on television news panels.
  • E. Ben Maddow
    Ben Maddow was an American screenwriter and documentary filmmaker known for his work on classic mid-20th-century films and socially conscious cinema.
  • 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_69ca835cd6b08190bd7c63db92f53c86 completed March 30, 2026, 2:06 p.m.
NER Named-entity recognition batch_69cc5ddc2d9c81908948aee2b956cce4 completed March 31, 2026, 11:50 p.m.
NED1 Entity disambiguation (via context triple) batch_69cf434232d08190bfee6f5ec1c0b5a6 completed April 3, 2026, 4:34 a.m.
NEDg Description generation batch_69cf4569352c819089745287789d0b70 completed April 3, 2026, 4:43 a.m.
NED2 Entity disambiguation (via description) batch_69cf45d053248190b7f7a5e2646d31b4 completed April 3, 2026, 4:45 a.m.
Created at: March 30, 2026, 6:40 p.m.