Triple

T18611732
Position Surface form Disambiguated ID Type / Status
Subject Transformers: IDW Publishing comics E454908 entity
Predicate includesSeries P1393 FINISHED
Object 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.
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: Infiltration | Statement: [Transformers: IDW Publishing comics, includesSeries, The Transformers: Infiltration]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Transformers: Infiltration
Context triple: [Transformers: IDW Publishing comics, includesSeries, The Transformers: Infiltration]
  • A. Transformers: Armada
    Transformers: Armada is an early-2000s Transformers animated series and toyline that introduced the Mini-Con gimmick and helped revitalize the franchise for a new generation.
  • B. 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.
  • C. Transformers: Prime
    Transformers: Prime is an animated television series in the Transformers franchise that follows the ongoing battle between the Autobots and Decepticons on Earth, known for its darker tone, CGI animation, and character-driven storytelling.
  • D. 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.
  • E. 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.
  • 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: Infiltration
Triple: [Transformers: IDW Publishing comics, includesSeries, The Transformers: Infiltration]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Transformers: Infiltration
Target entity description: 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.
  • A. Transformers: Armada
    Transformers: Armada is an early-2000s Transformers animated series and toyline that introduced the Mini-Con gimmick and helped revitalize the franchise for a new generation.
  • B. 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.
  • C. Transformers: Prime
    Transformers: Prime is an animated television series in the Transformers franchise that follows the ongoing battle between the Autobots and Decepticons on Earth, known for its darker tone, CGI animation, and character-driven storytelling.
  • D. 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.
  • E. 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.
  • 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_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_6a050389d4f481908463ea2501295b8b completed May 13, 2026, 11:04 p.m.
NEDg Description generation batch_6a05052b41bc819080284bc18db67d5b completed May 13, 2026, 11:11 p.m.
NED2 Entity disambiguation (via description) batch_6a0505cbc11481908e61d90dd64f6212 completed May 13, 2026, 11:14 p.m.
Created at: April 10, 2026, 11:45 a.m.