Triple

T6176225
Position Surface form Disambiguated ID Type / Status
Subject All In with Chris Hayes E137825 entity
Predicate executiveProducer P7225 FINISHED
Object Maddy Sprung-Keyser
Maddy Sprung-Keyser is a television producer best known for her leadership role behind the political news and commentary program "All In with Chris Hayes" on MSNBC.
E576481 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: Maddy Sprung-Keyser | Statement: [All In with Chris Hayes, executiveProducer, Maddy Sprung-Keyser]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Maddy Sprung-Keyser
Context triple: [All In with Chris Hayes, executiveProducer, Maddy Sprung-Keyser]
  • A. Maddy Bowen
    Maddy Bowen is a determined American journalist in the film "Blood Diamond" who investigates the illicit diamond trade in war-torn Sierra Leone.
  • B. Holly Bankemper
    Holly Bankemper is an American attorney best known as the wife of former NFL wide receiver and sportscaster Cris Collinsworth.
  • C. Makenzy Doniak
    Makenzy Doniak is an American professional soccer forward known for her standout collegiate career at the University of Virginia and subsequent play in the National Women's Soccer League.
  • D. Lauren Hartke
    Lauren Hartke is the introspective performance artist protagonist of Don DeLillo’s novel "The Body Artist," known for her intense exploration of time, identity, and the body.
  • E. Kelsey Asbille
    Kelsey Asbille is an American actress known for her roles in television series such as Yellowstone and Teen Wolf, as well as films like Wind River.
  • 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: Maddy Sprung-Keyser
Triple: [All In with Chris Hayes, executiveProducer, Maddy Sprung-Keyser]
Generated description
Maddy Sprung-Keyser is a television producer best known for her leadership role behind the political news and commentary program "All In with Chris Hayes" on MSNBC.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Maddy Sprung-Keyser
Target entity description: Maddy Sprung-Keyser is a television producer best known for her leadership role behind the political news and commentary program "All In with Chris Hayes" on MSNBC.
  • A. Maddy Bowen
    Maddy Bowen is a determined American journalist in the film "Blood Diamond" who investigates the illicit diamond trade in war-torn Sierra Leone.
  • B. Holly Bankemper
    Holly Bankemper is an American attorney best known as the wife of former NFL wide receiver and sportscaster Cris Collinsworth.
  • C. Makenzy Doniak
    Makenzy Doniak is an American professional soccer forward known for her standout collegiate career at the University of Virginia and subsequent play in the National Women's Soccer League.
  • D. Lauren Hartke
    Lauren Hartke is the introspective performance artist protagonist of Don DeLillo’s novel "The Body Artist," known for her intense exploration of time, identity, and the body.
  • E. Kelsey Asbille
    Kelsey Asbille is an American actress known for her roles in television series such as Yellowstone and Teen Wolf, as well as films like Wind River.
  • 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_69c008a80f748190ba3d07ffc81acb29 completed March 22, 2026, 3:20 p.m.
NER Named-entity recognition batch_69c05dc70ac481909fd1db0d69837eca completed March 22, 2026, 9:23 p.m.
NED1 Entity disambiguation (via context triple) batch_69c16ef0f76881909d678010d0c064e7 completed March 23, 2026, 4:48 p.m.
NEDg Description generation batch_69c1be0624088190b20fdfa389ebf092 completed March 23, 2026, 10:26 p.m.
NED2 Entity disambiguation (via description) batch_69c1bec4844081908baa5abbc4cb3221 completed March 23, 2026, 10:29 p.m.
Created at: March 22, 2026, 4:18 p.m.