Triple

T10945196
Position Surface form Disambiguated ID Type / Status
Subject Kevin Swanson E258576 entity
Predicate portrayedBy P1507 FINISHED
Object Justin Berfield
Justin Berfield is an American actor and producer best known for playing Reese, the troublemaking older brother, on the television sitcom "Malcolm in the Middle."
E895594 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: Justin Berfield | Statement: [Kevin Swanson, portrayedBy, Justin Berfield]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Justin Berfield
Context triple: [Kevin Swanson, portrayedBy, Justin Berfield]
  • A. Michael Bivins
    Michael Bivins is an American singer, rapper, and music executive best known as a founding member of the R&B groups New Edition and Bell Biv DeVoe and as a key figure in developing 1990s hip-hop and R&B acts.
  • B. J. J. Bennen
    J. J. Bennen was a pioneering 19th-century Swiss mountain guide and alpinist known for making some of the earliest ascents in the Alps.
  • C. Zach Nunn
    Zach Nunn is a Republican U.S. Representative from Iowa who serves as part of the state’s congressional delegation.
  • D. Darren Dreifort
    Darren Dreifort is a former Major League Baseball pitcher best known for his career with the Los Angeles Dodgers after starring as a two-way player at the University of Oklahoma.
  • E. Justin Henderson
    Justin Henderson is a songwriter best known for co-writing the track "Wildest Dreams."
  • 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: Justin Berfield
Triple: [Kevin Swanson, portrayedBy, Justin Berfield]
Generated description
Justin Berfield is an American actor and producer best known for playing Reese, the troublemaking older brother, on the television sitcom "Malcolm in the Middle."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Justin Berfield
Target entity description: Justin Berfield is an American actor and producer best known for playing Reese, the troublemaking older brother, on the television sitcom "Malcolm in the Middle."
  • A. Michael Bivins
    Michael Bivins is an American singer, rapper, and music executive best known as a founding member of the R&B groups New Edition and Bell Biv DeVoe and as a key figure in developing 1990s hip-hop and R&B acts.
  • B. J. J. Bennen
    J. J. Bennen was a pioneering 19th-century Swiss mountain guide and alpinist known for making some of the earliest ascents in the Alps.
  • C. Zach Nunn
    Zach Nunn is a Republican U.S. Representative from Iowa who serves as part of the state’s congressional delegation.
  • D. Darren Dreifort
    Darren Dreifort is a former Major League Baseball pitcher best known for his career with the Los Angeles Dodgers after starring as a two-way player at the University of Oklahoma.
  • E. Justin Henderson
    Justin Henderson is a songwriter best known for co-writing the track "Wildest Dreams."
  • 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_69d6aa8769b4819082bfe5e61b9017f0 completed April 8, 2026, 7:20 p.m.
NER Named-entity recognition batch_69d770e9a89081908979efd1d9e6af66 completed April 9, 2026, 9:27 a.m.
NED1 Entity disambiguation (via context triple) batch_69e23c3c885081908edcece772b2e759 completed April 17, 2026, 1:57 p.m.
NEDg Description generation batch_69e24542b4f081909c97621f04da8ecc completed April 17, 2026, 2:35 p.m.
NED2 Entity disambiguation (via description) batch_69e248f7f96481909fa6e6cd07891566 completed April 17, 2026, 2:51 p.m.
Created at: April 8, 2026, 9:23 p.m.