Triple

T12430157
Position Surface form Disambiguated ID Type / Status
Subject Avengers: Disassembled E297005 entity
Predicate mainSeries P63701 FINISHED
Object Avengers (vol. 3)
Avengers (vol. 3) is a late-1990s to early-2000s Marvel Comics relaunch of the Avengers series that reestablished the team’s classic lineup and storylines following the Heroes Reborn era.
 E987704 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: Avengers (vol. 3) | Statement: [Avengers: Disassembled, mainSeries, Avengers (vol. 3)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Avengers (vol. 3)
Context triple: [Avengers: Disassembled, mainSeries, Avengers (vol. 3)]
  • A. The Avengers #13
    The Avengers #13 is a 1965 Marvel comic book issue notable for introducing the powerful villain Count Nefaria to the Avengers’ rogues gallery.
  • B. Avengers (Jonathan Hickman run)
    Avengers (Jonathan Hickman run) is a critically acclaimed Marvel Comics series by writer Jonathan Hickman that expands the Avengers roster and builds an intricate, long-form narrative about multiversal threats, cosmic evolution, and the road to Secret Wars.
  • C. The Avengers #6
    The Avengers #6 is a 1964 Marvel Comics issue notable for introducing the supervillain team known as the Masters of Evil.
  • D. The Avengers #43
    The Avengers #43 is a 1967 Marvel Comics issue best known for introducing the Soviet super-spy and future Red Guardian, Alexei Shostakov, into the Avengers mythos.
  • 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: Avengers (vol. 3)
Triple: [Avengers: Disassembled, mainSeries, Avengers (vol. 3)]
Generated description
Avengers (vol. 3) is a late-1990s to early-2000s Marvel Comics relaunch of the Avengers series that reestablished the team’s classic lineup and storylines following the Heroes Reborn era.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Avengers (vol. 3)
Target entity description: Avengers (vol. 3) is a late-1990s to early-2000s Marvel Comics relaunch of the Avengers series that reestablished the team’s classic lineup and storylines following the Heroes Reborn era.
  • A. The Avengers #13
    The Avengers #13 is a 1965 Marvel comic book issue notable for introducing the powerful villain Count Nefaria to the Avengers’ rogues gallery.
  • B. Avengers (Jonathan Hickman run)
    Avengers (Jonathan Hickman run) is a critically acclaimed Marvel Comics series by writer Jonathan Hickman that expands the Avengers roster and builds an intricate, long-form narrative about multiversal threats, cosmic evolution, and the road to Secret Wars.
  • C. The Avengers #6
    The Avengers #6 is a 1964 Marvel Comics issue notable for introducing the supervillain team known as the Masters of Evil.
  • D. The Avengers #43
    The Avengers #43 is a 1967 Marvel Comics issue best known for introducing the Soviet super-spy and future Red Guardian, Alexei Shostakov, into the Avengers mythos.
  • 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_69d6ada0640c81908c061d7fb3d47786 completed April 8, 2026, 7:33 p.m.
NER Named-entity recognition batch_69d94d7ddc688190bddb242d67fa6e89 completed April 10, 2026, 7:20 p.m.
NED1 Entity disambiguation (via context triple) batch_69f64b9aaf9c819098e8f8ba40c73363 completed May 2, 2026, 7:08 p.m.
NEDg Description generation batch_69f64d15a97c81909046190f0d0fd986 completed May 2, 2026, 7:14 p.m.
NED2 Entity disambiguation (via description) batch_69f64e6d311c8190b851b89e394165d0 completed May 2, 2026, 7:20 p.m.
Created at: April 8, 2026, 9:55 p.m.