Triple

T9133634
Position Surface form Disambiguated ID Type / Status
Subject Secret Invasion E219147 entity
Predicate hasTieIn P45835 FINISHED
Object Avengers: The Initiative (Secret Invasion issues)
Avengers: The Initiative (Secret Invasion issues) is a tie-in storyline to Marvel's Secret Invasion event, focusing on how the Skrull infiltration impacts the government-sponsored superhero training program and its young recruits.
 E780886 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: The Initiative (Secret Invasion issues) | Statement: [Secret Invasion, hasTieIn, Avengers: The Initiative (Secret Invasion issues)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Avengers: The Initiative (Secret Invasion issues)
Context triple: [Secret Invasion, hasTieIn, Avengers: The Initiative (Secret Invasion issues)]
  • A. Avengers Initiative
    The Avengers Initiative is a covert program in the Marvel Cinematic Universe designed to recruit and assemble extraordinary individuals into a team to defend Earth from major threats.
  • B. The Avengers #54
    The Avengers #54 is a 1968 Marvel Comics issue best known for introducing the villainous android Ultron to the Marvel Universe.
  • 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 New Avengers
    The New Avengers is a 1970s British espionage television series that continued the stylish, tongue-in-cheek adventures of secret agent John Steed with a new team of younger partners.
  • E. New Avengers
    The New Avengers are a modern reformation of Marvel Comics' premier superhero team, featuring a refreshed roster of iconic heroes assembled to tackle major threats in 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: The Initiative (Secret Invasion issues)
Triple: [Secret Invasion, hasTieIn, Avengers: The Initiative (Secret Invasion issues)]
Generated description
Avengers: The Initiative (Secret Invasion issues) is a tie-in storyline to Marvel's Secret Invasion event, focusing on how the Skrull infiltration impacts the government-sponsored superhero training program and its young recruits.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Avengers: The Initiative (Secret Invasion issues)
Target entity description: Avengers: The Initiative (Secret Invasion issues) is a tie-in storyline to Marvel's Secret Invasion event, focusing on how the Skrull infiltration impacts the government-sponsored superhero training program and its young recruits.
  • A. Avengers Initiative
    The Avengers Initiative is a covert program in the Marvel Cinematic Universe designed to recruit and assemble extraordinary individuals into a team to defend Earth from major threats.
  • B. The Avengers #54
    The Avengers #54 is a 1968 Marvel Comics issue best known for introducing the villainous android Ultron to the Marvel Universe.
  • 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 New Avengers
    The New Avengers is a 1970s British espionage television series that continued the stylish, tongue-in-cheek adventures of secret agent John Steed with a new team of younger partners.
  • E. New Avengers
    The New Avengers are a modern reformation of Marvel Comics' premier superhero team, featuring a refreshed roster of iconic heroes assembled to tackle major threats in 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_69ca83debfc0819095800583e97ab10f completed March 30, 2026, 2:08 p.m.
NER Named-entity recognition batch_69cca8dccecc81908d8fc641c419ca6a completed April 1, 2026, 5:10 a.m.
NED1 Entity disambiguation (via context triple) batch_69d047e5ad5481909b7e62bee4d57492 completed April 3, 2026, 11:06 p.m.
NEDg Description generation batch_69d048dbcfe08190afb6ee816e22ddfc completed April 3, 2026, 11:10 p.m.
NED2 Entity disambiguation (via description) batch_69d049b159d08190ad426bb7f9bcafb1 completed April 3, 2026, 11:13 p.m.
Created at: March 30, 2026, 7:18 p.m.