Triple

T18611739
Position Surface form Disambiguated ID Type / Status
Subject Transformers: IDW Publishing comics E454908 entity
Predicate includesSeries P1393 FINISHED
Object The Transformers: Robots in Disguise (2012)
The Transformers: Robots in Disguise (2012) is an IDW Publishing comic book series set in the Transformers universe, focusing on the political and social aftermath on Cybertron following the end of the Autobot–Decepticon war.
E1333228 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: Robots in Disguise (2012) | Statement: [Transformers: IDW Publishing comics, includesSeries, The Transformers: Robots in Disguise (2012)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Transformers: Robots in Disguise (2012)
Context triple: [Transformers: IDW Publishing comics, includesSeries, The Transformers: Robots in Disguise (2012)]
  • A. Transformers: Robots in Disguise (2015 TV series)
    Transformers: Robots in Disguise (2015 TV series) is an animated action-adventure show in the Transformers franchise that follows Bumblebee leading a new team of Autobots on Earth to capture escaped Decepticon prisoners.
  • 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: 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.
  • D. 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.
  • E. Transformers: Masterpiece
    Transformers: Masterpiece is a premium collector-focused toy line that recreates classic Transformers characters with highly detailed, cartoon-accurate designs and complex engineering.
  • 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: Robots in Disguise (2012)
Triple: [Transformers: IDW Publishing comics, includesSeries, The Transformers: Robots in Disguise (2012)]
Generated description
The Transformers: Robots in Disguise (2012) is an IDW Publishing comic book series set in the Transformers universe, focusing on the political and social aftermath on Cybertron following the end of the Autobot–Decepticon war.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Transformers: Robots in Disguise (2012)
Target entity description: The Transformers: Robots in Disguise (2012) is an IDW Publishing comic book series set in the Transformers universe, focusing on the political and social aftermath on Cybertron following the end of the Autobot–Decepticon war.
  • A. Transformers: Robots in Disguise (2015 TV series)
    Transformers: Robots in Disguise (2015 TV series) is an animated action-adventure show in the Transformers franchise that follows Bumblebee leading a new team of Autobots on Earth to capture escaped Decepticon prisoners.
  • 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: 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.
  • D. 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.
  • E. Transformers: Masterpiece
    Transformers: Masterpiece is a premium collector-focused toy line that recreates classic Transformers characters with highly detailed, cartoon-accurate designs and complex engineering.
  • 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.