Triple

T18611733
Position Surface form Disambiguated ID Type / Status
Subject Transformers: IDW Publishing comics E454908 entity
Predicate includesSeries P1393 FINISHED
Object The Transformers: Escalation
The Transformers: Escalation is a comic book miniseries in IDW Publishing’s Transformers continuity that continues the modern reimagining of the Autobots’ and Decepticons’ conflict on Earth.
E1333227 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: The Transformers: Escalation | Statement: [Transformers: IDW Publishing comics, includesSeries, The Transformers: Escalation]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Transformers: Escalation
Context triple: [Transformers: IDW Publishing comics, includesSeries, The Transformers: Escalation]
  • A. Transformers: Fall of Cybertron
    Transformers: Fall of Cybertron is a third-person action video game set in the Transformers universe that chronicles the final days of the war-torn planet Cybertron.
  • B. Transformers: Combiner Wars
    Transformers: Combiner Wars is a Hasbro toyline and associated media sub-brand that focuses on combining Transformers figures that merge into larger gestalt robots, inspired by classic combiner teams from the franchise.
  • C. Transformers: The Rebirth
    Transformers: The Rebirth is a three-part animated television miniseries that serves as the final story arc of the original Transformers Generation 1 cartoon, introducing the Headmasters and Targetmasters concepts.
  • D. Transformers: War for Cybertron
    Transformers: War for Cybertron is a third-person shooter video game set in the Transformers universe that explores the civil war between Autobots and Decepticons on their home planet, Cybertron.
  • E. The Transformers: Infiltration
    The Transformers: Infiltration is an IDW Publishing comic miniseries that reimagines the early stages of the Autobot–Decepticon conflict on Earth in a modern, more grounded setting.
  • 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: The Transformers: Escalation
Triple: [Transformers: IDW Publishing comics, includesSeries, The Transformers: Escalation]
Generated description
The Transformers: Escalation is a comic book miniseries in IDW Publishing’s Transformers continuity that continues the modern reimagining of the Autobots’ and Decepticons’ conflict on Earth.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Transformers: Escalation
Target entity description: The Transformers: Escalation is a comic book miniseries in IDW Publishing’s Transformers continuity that continues the modern reimagining of the Autobots’ and Decepticons’ conflict on Earth.
  • A. Transformers: Fall of Cybertron
    Transformers: Fall of Cybertron is a third-person action video game set in the Transformers universe that chronicles the final days of the war-torn planet Cybertron.
  • B. Transformers: Combiner Wars
    Transformers: Combiner Wars is a Hasbro toyline and associated media sub-brand that focuses on combining Transformers figures that merge into larger gestalt robots, inspired by classic combiner teams from the franchise.
  • C. Transformers: The Rebirth
    Transformers: The Rebirth is a three-part animated television miniseries that serves as the final story arc of the original Transformers Generation 1 cartoon, introducing the Headmasters and Targetmasters concepts.
  • D. Transformers: War for Cybertron
    Transformers: War for Cybertron is a third-person shooter video game set in the Transformers universe that explores the civil war between Autobots and Decepticons on their home planet, Cybertron.
  • E. The Transformers: Infiltration chosen
    The Transformers: Infiltration is an IDW Publishing comic miniseries that reimagines the early stages of the Autobot–Decepticon conflict on Earth in a modern, more grounded setting.
  • F. None of above.

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_69d8d38bbe7c8190bdec3138e7d413c9 completed April 10, 2026, 10:40 a.m.
NER Named-entity recognition batch_69e54d01ebd08190b6e646e3a749d7f5 completed April 19, 2026, 9:45 p.m.
NED1 Entity disambiguation (via context triple) batch_6a052b240dfc81908d038c67d21cf724 completed May 14, 2026, 1:53 a.m.
NEDg Description generation batch_6a052c1af8408190847dc533097b3791 completed May 14, 2026, 1:57 a.m.
NED2 Entity disambiguation (via description) batch_6a052ccec4d081908df62f08eac157d5 completed May 14, 2026, 2 a.m.
Created at: April 10, 2026, 11:45 a.m.