Triple

T7273464
Position Surface form Disambiguated ID Type / Status
Subject Howard Kurtz E161162 entity
Predicate notableWork P4 FINISHED
Object Hot Air: All Talk, All the Time
"Hot Air: All Talk, All the Time" is a media-criticism book by journalist Howard Kurtz that examines the excesses, biases, and sensationalism of modern television news and political talk shows.
E653652 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: Hot Air: All Talk, All the Time | Statement: [Howard Kurtz, notableWork, Hot Air: All Talk, All the Time]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Hot Air: All Talk, All the Time
Context triple: [Howard Kurtz, notableWork, Hot Air: All Talk, All the Time]
  • A. The Great American Broadcast
    The Great American Broadcast is a 1941 musical comedy film about the early days of radio, featuring Gary Merrill among its cast.
  • B. Hotter than July
    Hotter than July is a 1980 Stevie Wonder studio album blending R&B, soul, and reggae influences, best known for songs like "Master Blaster (Jammin')" and "Happy Birthday."
  • C. Talk of the Town
    Talk of the Town is a long-running, signature front-of-the-book section of The New Yorker known for its short, witty, and observational pieces on New York City life and culture.
  • D. Too Darn Hot
    "Too Darn Hot" is a popular jazz-standard show tune by Cole Porter, originally written for the 1948 musical *Kiss Me, Kate* and later widely recorded by prominent vocalists.
  • E. So Hott
    "So Hott" is a hard-driving rock song by Kid Rock, known as one of the prominent singles from his 2007 album "Rock n Roll Jesus."
  • 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: Hot Air: All Talk, All the Time
Triple: [Howard Kurtz, notableWork, Hot Air: All Talk, All the Time]
Generated description
"Hot Air: All Talk, All the Time" is a media-criticism book by journalist Howard Kurtz that examines the excesses, biases, and sensationalism of modern television news and political talk shows.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Hot Air: All Talk, All the Time
Target entity description: "Hot Air: All Talk, All the Time" is a media-criticism book by journalist Howard Kurtz that examines the excesses, biases, and sensationalism of modern television news and political talk shows.
  • A. The Great American Broadcast
    The Great American Broadcast is a 1941 musical comedy film about the early days of radio, featuring Gary Merrill among its cast.
  • B. Hotter than July
    Hotter than July is a 1980 Stevie Wonder studio album blending R&B, soul, and reggae influences, best known for songs like "Master Blaster (Jammin')" and "Happy Birthday."
  • C. Talk of the Town
    Talk of the Town is a long-running, signature front-of-the-book section of The New Yorker known for its short, witty, and observational pieces on New York City life and culture.
  • D. Too Darn Hot
    "Too Darn Hot" is a popular jazz-standard show tune by Cole Porter, originally written for the 1948 musical *Kiss Me, Kate* and later widely recorded by prominent vocalists.
  • E. So Hott
    "So Hott" is a hard-driving rock song by Kid Rock, known as one of the prominent singles from his 2007 album "Rock n Roll Jesus."
  • 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_69c6885181008190b419040e22939c7c completed March 27, 2026, 1:38 p.m.
NER Named-entity recognition batch_69c6eb0c68d0819081b2aebba19bf3e8 completed March 27, 2026, 8:39 p.m.
NED1 Entity disambiguation (via context triple) batch_69c7db2936dc8190aed38888bb5e47b8 completed March 28, 2026, 1:44 p.m.
NEDg Description generation batch_69c7df512bac81909e7c413302afd4ea completed March 28, 2026, 2:01 p.m.
NED2 Entity disambiguation (via description) batch_69c7dfcdc3908190a7e5bf653b87ed00 completed March 28, 2026, 2:03 p.m.
Created at: March 27, 2026, 2:58 p.m.