Triple

T5443434
Position Surface form Disambiguated ID Type / Status
Subject Starscream E122190 entity
Predicate appearsIn P795 FINISHED
Object Dreamwave Transformers comics
Dreamwave Transformers comics are a series of early-2000s comic books published by Dreamwave Productions that rebooted and reimagined the classic Transformers franchise with updated art and storylines.
E521468 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: Dreamwave Transformers comics | Statement: [Starscream, appearsIn, Dreamwave Transformers comics]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Dreamwave Transformers comics
Context triple: [Starscream, appearsIn, Dreamwave Transformers comics]
  • 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. 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.
  • C. Transformers: War for Cybertron Trilogy
    Transformers: War for Cybertron Trilogy is a CGI-animated Transformers series on Netflix that reimagines the civil war between Autobots and Decepticons on Cybertron across three interconnected chapters.
  • D. Transformers: Titans Return (animated series)
    Transformers: Titans Return is an animated web series in the Transformers franchise that continues the Prime Wars Trilogy storyline, focusing on the conflict surrounding powerful Titan-class robots and the return of ancient Cybertronian forces.
  • E. 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.
  • 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: Dreamwave Transformers comics
Triple: [Starscream, appearsIn, Dreamwave Transformers comics]
Generated description
Dreamwave Transformers comics are a series of early-2000s comic books published by Dreamwave Productions that rebooted and reimagined the classic Transformers franchise with updated art and storylines.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Dreamwave Transformers comics
Target entity description: Dreamwave Transformers comics are a series of early-2000s comic books published by Dreamwave Productions that rebooted and reimagined the classic Transformers franchise with updated art and storylines.
  • 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. 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.
  • C. Transformers: War for Cybertron Trilogy
    Transformers: War for Cybertron Trilogy is a CGI-animated Transformers series on Netflix that reimagines the civil war between Autobots and Decepticons on Cybertron across three interconnected chapters.
  • D. Transformers: Titans Return (animated series)
    Transformers: Titans Return is an animated web series in the Transformers franchise that continues the Prime Wars Trilogy storyline, focusing on the conflict surrounding powerful Titan-class robots and the return of ancient Cybertronian forces.
  • E. 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.
  • 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_69bd4640f52c81909e653ec361f66d76 completed March 20, 2026, 1:06 p.m.
NER Named-entity recognition batch_69bd91ccdd648190940c04781c4222ec completed March 20, 2026, 6:28 p.m.
NED1 Entity disambiguation (via context triple) batch_69bf41302d588190afa5906d0e3dd891 completed March 22, 2026, 1:09 a.m.
NEDg Description generation batch_69bf42e2bbe08190be6616a9cab6f9a0 completed March 22, 2026, 1:16 a.m.
NED2 Entity disambiguation (via description) batch_69bf4343879881909b26e716d10fbad3 completed March 22, 2026, 1:17 a.m.
Created at: March 20, 2026, 2:07 p.m.