Triple

T14876888
Position Surface form Disambiguated ID Type / Status
Subject Extremis E349889 entity
Predicate publishedInIssue P309 FINISHED
Object Iron Man Vol. 4 #5
Iron Man Vol. 4 #5 is an issue of the Marvel Comics series featuring Tony Stark during the modern "Extremis" era, showcasing a technologically upgraded Iron Man in a darker, more contemporary storyline.
E1134191 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: Iron Man Vol. 4 #5 | Statement: [Extremis, publishedInIssue, Iron Man Vol. 4 #5]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Iron Man Vol. 4 #5
Context triple: [Extremis, publishedInIssue, Iron Man Vol. 4 #5]
  • A. Iron Man Vol. 4 #4
    Iron Man Vol. 4 #4 is an issue of the Marvel Comics series featuring Tony Stark during the modern "Extremis" era, showcasing a technologically updated and more psychologically complex Iron Man.
  • B. Iron Man Vol. 4 #3
    Iron Man Vol. 4 #3 is an issue of the Marvel Comics series featuring Tony Stark during the modern "Extremis" era, showcasing a technologically updated and more psychologically complex Iron Man.
  • C. Iron Man Vol. 4 #2
    Iron Man Vol. 4 #2 is a 2005 Marvel Comics issue of the Iron Man series notable for featuring part of the influential "Extremis" storyline that redefined Tony Stark’s armor and abilities.
  • D. Iron Man vol. 4 #1
    Iron Man vol. 4 #1 is a 2005 Marvel Comics issue that launched a new Iron Man series, notable for introducing the character Aldrich Killian and exploring updated, technologically driven storylines for Tony Stark.
  • E. Iron Man Vol. 1 #304
    Iron Man Vol. 1 #304 is a 1994 Marvel Comics issue notable for debuting Tony Stark’s Hulkbuster armor designed to battle 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: Iron Man Vol. 4 #5
Triple: [Extremis, publishedInIssue, Iron Man Vol. 4 #5]
Generated description
Iron Man Vol. 4 #5 is an issue of the Marvel Comics series featuring Tony Stark during the modern "Extremis" era, showcasing a technologically upgraded Iron Man in a darker, more contemporary storyline.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Iron Man Vol. 4 #5
Target entity description: Iron Man Vol. 4 #5 is an issue of the Marvel Comics series featuring Tony Stark during the modern "Extremis" era, showcasing a technologically upgraded Iron Man in a darker, more contemporary storyline.
  • A. Iron Man Vol. 4 #4
    Iron Man Vol. 4 #4 is an issue of the Marvel Comics series featuring Tony Stark during the modern "Extremis" era, showcasing a technologically updated and more psychologically complex Iron Man.
  • B. Iron Man Vol. 4 #3
    Iron Man Vol. 4 #3 is an issue of the Marvel Comics series featuring Tony Stark during the modern "Extremis" era, showcasing a technologically updated and more psychologically complex Iron Man.
  • C. Iron Man Vol. 4 #2
    Iron Man Vol. 4 #2 is a 2005 Marvel Comics issue of the Iron Man series notable for featuring part of the influential "Extremis" storyline that redefined Tony Stark’s armor and abilities.
  • D. Iron Man vol. 4 #1
    Iron Man vol. 4 #1 is a 2005 Marvel Comics issue that launched a new Iron Man series, notable for introducing the character Aldrich Killian and exploring updated, technologically driven storylines for Tony Stark.
  • E. Iron Man Vol. 1 #304
    Iron Man Vol. 1 #304 is a 1994 Marvel Comics issue notable for debuting Tony Stark’s Hulkbuster armor designed to battle the Hulk.
  • 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_69d822ee4f408190b6ac3b2fa434f0df completed April 9, 2026, 10:06 p.m.
NER Named-entity recognition batch_69ded5e4e4448190a8796573bc6d1069 completed April 15, 2026, 12:03 a.m.
NED1 Entity disambiguation (via context triple) batch_69fe9dbf1f5c8190ad4626d14e0d8109 completed May 9, 2026, 2:36 a.m.
NEDg Description generation batch_69fea10834ac8190b4fbd0a165439110 completed May 9, 2026, 2:50 a.m.
NED2 Entity disambiguation (via description) batch_69fea19745c08190b0efd33ee3f97fe1 completed May 9, 2026, 2:53 a.m.
Created at: April 10, 2026, 1:55 a.m.