Triple

T9512714
Position Surface form Disambiguated ID Type / Status
Subject Dominique Thorne as Riri Williams E229439 entity
Predicate basedOn P98 FINISHED
Object Riri Williams (Marvel Comics)
Riri Williams (Marvel Comics) is a teenage engineering prodigy who reverse-engineers Iron Man’s armor to become the armored superhero Ironheart in the Marvel Universe.
E804083 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: Riri Williams (Marvel Comics) | Statement: [Dominique Thorne as Riri Williams, basedOn, Riri Williams (Marvel Comics)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Riri Williams (Marvel Comics)
Context triple: [Dominique Thorne as Riri Williams, basedOn, Riri Williams (Marvel Comics)]
  • A. Valeria Richards
    Valeria Richards is a highly intelligent Marvel Comics character, the daughter of Reed Richards and Sue Storm, often depicted as a child prodigy whose genius rivals that of her father.
  • B. Jessica Drew
    Jessica Drew is a Marvel Comics superhero best known as Spider-Woman, a skilled spy and Avenger with bioelectric powers and a complex history involving espionage and identity.
  • C. Miss Quill
    Miss Quill is a sharp-tongued, battle-hardened alien freedom fighter and teacher from the Doctor Who spin-off series "Class."
  • D. May Parker (Spider-Girl)
    May Parker (Spider-Girl) is a Marvel Comics superheroine from an alternate future, the teenage daughter of Peter Parker and Mary Jane Watson who inherits her father's spider-powers and crime-fighting legacy.
  • E. Cassie Lang
    Cassie Lang is a Marvel Comics character best known as Scott Lang’s daughter who becomes the size-changing superheroine Stature (and later Stinger).
  • 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: Riri Williams (Marvel Comics)
Triple: [Dominique Thorne as Riri Williams, basedOn, Riri Williams (Marvel Comics)]
Generated description
Riri Williams (Marvel Comics) is a teenage engineering prodigy who reverse-engineers Iron Man’s armor to become the armored superhero Ironheart in the Marvel Universe.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Riri Williams (Marvel Comics)
Target entity description: Riri Williams (Marvel Comics) is a teenage engineering prodigy who reverse-engineers Iron Man’s armor to become the armored superhero Ironheart in the Marvel Universe.
  • A. Valeria Richards
    Valeria Richards is a highly intelligent Marvel Comics character, the daughter of Reed Richards and Sue Storm, often depicted as a child prodigy whose genius rivals that of her father.
  • B. Jessica Drew
    Jessica Drew is a Marvel Comics superhero best known as Spider-Woman, a skilled spy and Avenger with bioelectric powers and a complex history involving espionage and identity.
  • C. Miss Quill
    Miss Quill is a sharp-tongued, battle-hardened alien freedom fighter and teacher from the Doctor Who spin-off series "Class."
  • D. May Parker (Spider-Girl)
    May Parker (Spider-Girl) is a Marvel Comics superheroine from an alternate future, the teenage daughter of Peter Parker and Mary Jane Watson who inherits her father's spider-powers and crime-fighting legacy.
  • E. Cassie Lang
    Cassie Lang is a Marvel Comics character best known as Scott Lang’s daughter who becomes the size-changing superheroine Stature (and later Stinger).
  • 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_69ca84777560819084cddd999badc1aa completed March 30, 2026, 2:11 p.m.
NER Named-entity recognition batch_69cd986aa99c8190b2eaa7f9b111aa2e completed April 1, 2026, 10:12 p.m.
NED1 Entity disambiguation (via context triple) batch_69d13a3e93a481908569a4ec80c834ab completed April 4, 2026, 4:20 p.m.
NEDg Description generation batch_69d13c88a8b881909b024cf99a6a2778 completed April 4, 2026, 4:30 p.m.
NED2 Entity disambiguation (via description) batch_69d13cfaab2c8190a6cc0fefeac7cd45 completed April 4, 2026, 4:31 p.m.
Created at: March 30, 2026, 7:58 p.m.