Triple

T8458542
Position Surface form Disambiguated ID Type / Status
Subject Mark Ruffalo as Bruce Banner / Hulk E199980 entity
Predicate replacesPortrayalOf P29646 FINISHED
Object Edward Norton as Bruce Banner / Hulk
Edward Norton as Bruce Banner / Hulk is the earlier cinematic portrayal of Marvel’s brilliant scientist who transforms into the Hulk, featured in the 2008 film "The Incredible Hulk" before the role was later recast.
E735255 NE FINISHED

How this triple was built (5 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: Edward Norton as Bruce Banner / Hulk | Statement: [Mark Ruffalo as Bruce Banner / Hulk, replacesPortrayalOf, Edward Norton as Bruce Banner / Hulk]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Edward Norton as Bruce Banner / Hulk
Context triple: [Mark Ruffalo as Bruce Banner / Hulk, replacesPortrayalOf, Edward Norton as Bruce Banner / Hulk]
  • A. Mark Ruffalo as Bruce Banner / Hulk
    Mark Ruffalo as Bruce Banner / Hulk is the Marvel Cinematic Universe’s portrayal of the brilliant scientist whose exposure to gamma radiation transforms him into the powerful green superhero known as the Hulk.
  • B. Bruce Banner
    Bruce Banner is a brilliant scientist who transforms into the powerful Hulk, serving as a key member of the Avengers in the Marvel universe.
  • C. Chris Evans
    Chris Evans is an American actor best known for portraying Captain America in the Marvel Cinematic Universe.
  • D. Christopher Daniel Barnes
    Christopher Daniel Barnes is an American actor best known for voicing Prince Eric in Disney’s "The Little Mermaid" and Peter Parker/Spider-Man in the 1990s animated series.
  • E. Hulk (2003 film)
    Hulk (2003 film) is a 2003 superhero movie directed by Ang Lee that presents a psychologically driven, visually stylized origin story of Marvel Comics' Bruce Banner/The Hulk.
  • 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: Edward Norton as Bruce Banner / Hulk
Triple: [Mark Ruffalo as Bruce Banner / Hulk, replacesPortrayalOf, Edward Norton as Bruce Banner / Hulk]
Generated description
Edward Norton as Bruce Banner / Hulk is the earlier cinematic portrayal of Marvel’s brilliant scientist who transforms into the Hulk, featured in the 2008 film "The Incredible Hulk" before the role was later recast.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Edward Norton as Bruce Banner / Hulk
Target entity description: Edward Norton as Bruce Banner / Hulk is the earlier cinematic portrayal of Marvel’s brilliant scientist who transforms into the Hulk, featured in the 2008 film "The Incredible Hulk" before the role was later recast.
  • A. Mark Ruffalo as Bruce Banner / Hulk
    Mark Ruffalo as Bruce Banner / Hulk is the Marvel Cinematic Universe’s portrayal of the brilliant scientist whose exposure to gamma radiation transforms him into the powerful green superhero known as the Hulk.
  • B. Bruce Banner
    Bruce Banner is a brilliant scientist who transforms into the powerful Hulk, serving as a key member of the Avengers in the Marvel universe.
  • C. Chris Evans
    Chris Evans is an American actor best known for portraying Captain America in the Marvel Cinematic Universe.
  • D. Christopher Daniel Barnes
    Christopher Daniel Barnes is an American actor best known for voicing Prince Eric in Disney’s "The Little Mermaid" and Peter Parker/Spider-Man in the 1990s animated series.
  • E. Hulk (2003 film)
    Hulk (2003 film) is a 2003 superhero movie directed by Ang Lee that presents a psychologically driven, visually stylized origin story of Marvel Comics' Bruce Banner/The Hulk.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: replacesPortrayalOf
Context triple: [Mark Ruffalo as Bruce Banner / Hulk, replacesPortrayalOf, Edward Norton as Bruce Banner / Hulk]
  • A. portrayalLedTo
    Indicates that one entity’s portrayal of another caused or significantly contributed to a subsequent outcome, reaction, or state involving that other entity.
  • B. portrayedAsFrom
    Indicates that one entity is depicted or represented as originating from, or belonging to, the place or source specified by another entity.
  • C. wasPortrayedAs
    Indicates that one entity has been depicted or represented in the form or role of another entity, typically within some medium or context.
  • D. portrayalRecognition
    Indicates that one entity recognizes or identifies another entity as a portrayal or representation of a particular subject or character.
  • E. replacedWith chosen
    Indicates that one entity has been substituted or superseded by another entity, taking over its role, function, or position.
  • F. None of above.

Provenance (6 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_69ca83198c4c8190a337bf717d1813f5 completed March 30, 2026, 2:05 p.m.
NER Named-entity recognition batch_69cbe49e036c8190abb50ca272266ca6 completed March 31, 2026, 3:13 p.m.
NED1 Entity disambiguation (via context triple) batch_69ce1dea01c481909496ebfca4e9916e completed April 2, 2026, 7:42 a.m.
NEDg Description generation batch_69ce20130e9c81908c13e571ca8a6ad4 completed April 2, 2026, 7:51 a.m.
NED2 Entity disambiguation (via description) batch_69ce209338b48190ba8375200a5529bd completed April 2, 2026, 7:53 a.m.
PD Predicate disambiguation batch_69cbd0fc634481909842c0a30077bfde completed March 31, 2026, 1:49 p.m.
Created at: March 30, 2026, 6:10 p.m.