Triple

T9820961
Position Surface form Disambiguated ID Type / Status
Subject Riri Williams E238528 entity
Predicate firstAppearance P795 FINISHED
Object Invincible Iron Man Vol. 2 #7
Invincible Iron Man Vol. 2 #7 is a 2016 Marvel Comics issue notable for debuting the young genius hero who would become Ironheart in the Iron Man mythos.
 E823853 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: Invincible Iron Man Vol. 2 #7 | Statement: [Riri Williams, firstAppearance, Invincible Iron Man Vol. 2 #7]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Invincible Iron Man Vol. 2 #7
Context triple: [Riri Williams, firstAppearance, Invincible Iron Man Vol. 2 #7]
  • A. The Invincible Iron Man #55
    The Invincible Iron Man #55 is a 1973 Marvel comic book issue best known for introducing the cosmic supervillain Thanos to the Marvel Universe.
  • B. Iron Man #281
    Iron Man #281 is a 1992 Marvel Comics issue notable for debuting the War Machine armor that would become closely associated with James "Rhodey" Rhodes.
  • C. The Avengers #57
    The Avengers #57 is a 1968 Marvel Comics issue best known for introducing the synthezoid superhero Vision to the Avengers and the wider Marvel Universe.
  • D. The Incredible Hulk #180
    The Incredible Hulk #180 is a 1974 Marvel Comics issue best known for featuring the brief debut of Wolverine, who would soon become one of the publisher’s most iconic characters.
  • E. The Avengers #54
    The Avengers #54 is a 1968 Marvel Comics issue best known for introducing the villainous android Ultron to the Marvel Universe.
  • 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: Invincible Iron Man Vol. 2 #7
Triple: [Riri Williams, firstAppearance, Invincible Iron Man Vol. 2 #7]
Generated description
Invincible Iron Man Vol. 2 #7 is a 2016 Marvel Comics issue notable for debuting the young genius hero who would become Ironheart in the Iron Man mythos.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Invincible Iron Man Vol. 2 #7
Target entity description: Invincible Iron Man Vol. 2 #7 is a 2016 Marvel Comics issue notable for debuting the young genius hero who would become Ironheart in the Iron Man mythos.
  • A. The Invincible Iron Man #55
    The Invincible Iron Man #55 is a 1973 Marvel comic book issue best known for introducing the cosmic supervillain Thanos to the Marvel Universe.
  • B. Iron Man #281
    Iron Man #281 is a 1992 Marvel Comics issue notable for debuting the War Machine armor that would become closely associated with James "Rhodey" Rhodes.
  • C. The Avengers #57
    The Avengers #57 is a 1968 Marvel Comics issue best known for introducing the synthezoid superhero Vision to the Avengers and the wider Marvel Universe.
  • D. The Incredible Hulk #180
    The Incredible Hulk #180 is a 1974 Marvel Comics issue best known for featuring the brief debut of Wolverine, who would soon become one of the publisher’s most iconic characters.
  • E. The Avengers #54
    The Avengers #54 is a 1968 Marvel Comics issue best known for introducing the villainous android Ultron to the Marvel Universe.
  • 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_69ca84dfde1481909f47c286d715f892 completed March 30, 2026, 2:12 p.m.
NER Named-entity recognition batch_69cdb313134081908eb0ba3a22b22e2b completed April 2, 2026, 12:06 a.m.
NED1 Entity disambiguation (via context triple) batch_69d1cc78ffcc8190bb26a224350376dc completed April 5, 2026, 2:44 a.m.
NEDg Description generation batch_69d1cd8e7c548190bc3f10004db80925 completed April 5, 2026, 2:48 a.m.
NED2 Entity disambiguation (via description) batch_69d1ce1aead081908da4a85ded350c17 completed April 5, 2026, 2:51 a.m.
Created at: March 30, 2026, 8:31 p.m.