Triple

T5039490
Position Surface form Disambiguated ID Type / Status
Subject Transformers E113508 entity
Predicate notableWork P4 FINISHED
Object The Transformers (Marvel comic series)
The Transformers (Marvel comic series) is a 1980s comic book title published primarily by Marvel Comics that expanded the lore of the Transformers toy line with original storylines, characters, and mythology distinct from the animated series.
E488386 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 (Marvel comic series) | Statement: [Transformers, notableWork, The Transformers (Marvel comic series)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Transformers (Marvel comic series)
Context triple: [Transformers, notableWork, The Transformers (Marvel comic series)]
  • A. Transformers: IDW Publishing comics
    Transformers: IDW Publishing comics is a long-running line of Transformers comic book series by IDW Publishing, known for its mature storytelling, expansive continuity, and reimagining of classic characters and lore.
  • B. Transformers
    Transformers is a blockbuster science fiction action franchise centered on sentient robots that can transform into vehicles and other objects, spanning films, television series, comics, and merchandise.
  • C. 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.
  • 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: Beast Wars (as a variant/descendant)
    Transformers: Beast Wars (as a variant/descendant) is a CGI-animated Transformers television series set in the far future of the original continuity, featuring Maximals and Predacons who transform into animals instead of vehicles.
  • 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 (Marvel comic series)
Triple: [Transformers, notableWork, The Transformers (Marvel comic series)]
Generated description
The Transformers (Marvel comic series) is a 1980s comic book title published primarily by Marvel Comics that expanded the lore of the Transformers toy line with original storylines, characters, and mythology distinct from the animated series.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Transformers (Marvel comic series)
Target entity description: The Transformers (Marvel comic series) is a 1980s comic book title published primarily by Marvel Comics that expanded the lore of the Transformers toy line with original storylines, characters, and mythology distinct from the animated series.
  • A. Transformers: IDW Publishing comics
    Transformers: IDW Publishing comics is a long-running line of Transformers comic book series by IDW Publishing, known for its mature storytelling, expansive continuity, and reimagining of classic characters and lore.
  • B. Transformers
    Transformers is a blockbuster science fiction action franchise centered on sentient robots that can transform into vehicles and other objects, spanning films, television series, comics, and merchandise.
  • C. 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.
  • 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: Beast Wars (as a variant/descendant)
    Transformers: Beast Wars (as a variant/descendant) is a CGI-animated Transformers television series set in the far future of the original continuity, featuring Maximals and Predacons who transform into animals instead of vehicles.
  • 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_69bd44384298819089c49e7c330ec7b8 completed March 20, 2026, 12:57 p.m.
NER Named-entity recognition batch_69bd73dbf00c819094b67809dafdecc6 completed March 20, 2026, 4:20 p.m.
NED1 Entity disambiguation (via context triple) batch_69be9c8084388190b25bbffc42f0b3ed completed March 21, 2026, 1:26 p.m.
NEDg Description generation batch_69be9d42dc6c8190bd3d7666351ecd5b completed March 21, 2026, 1:29 p.m.
NED2 Entity disambiguation (via description) batch_69be9dace3fc81909c6f9ffc0d30b7f8 completed March 21, 2026, 1:31 p.m.
Created at: March 20, 2026, 1:37 p.m.