Triple

T4570489
Position Surface form Disambiguated ID Type / Status
Subject Ravage E123016 entity
Predicate appearsIn P795 FINISHED
Object Transformers: Marvel Comics
Transformers: Marvel Comics is a comic book series published by Marvel that adapts and expands the Transformers universe with original storylines and character developments.
 E113508 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: Transformers: Marvel Comics | Statement: [Ravage, appearsIn, Transformers: Marvel Comics]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Transformers: Marvel Comics
Context triple: [Ravage, appearsIn, Transformers: Marvel Comics]
  • A. 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.
  • 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: 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. Transformers: Age of Extinction
    Transformers: Age of Extinction is a 2014 science fiction action film in the Transformers franchise that continues the saga of sentient robots battling on Earth with a new human cast and upgraded robotic characters.
  • 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: Transformers: Marvel Comics
Triple: [Ravage, appearsIn, Transformers: Marvel Comics]
Generated description
Transformers: Marvel Comics is a comic book series published by Marvel that adapts and expands the Transformers universe with original storylines and character developments.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Transformers: Marvel Comics
Target entity description: Transformers: Marvel Comics is a comic book series published by Marvel that adapts and expands the Transformers universe with original storylines and character developments.
  • A. Transformers chosen
    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.
  • 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: 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. Transformers: Age of Extinction
    Transformers: Age of Extinction is a 2014 science fiction action film in the Transformers franchise that continues the saga of sentient robots battling on Earth with a new human cast and upgraded robotic characters.
  • 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_69bd46466c7081909d07f36be2d08804 completed March 20, 2026, 1:06 p.m.
NER Named-entity recognition batch_69bd58c3eba48190af1fce6e1ca16943 completed March 20, 2026, 2:25 p.m.
NED1 Entity disambiguation (via context triple) batch_69bdd3c6806c81908fd374cd4537185e completed March 20, 2026, 11:09 p.m.
NEDg Description generation batch_69bdd94b5a1c819098d42f940d295728 completed March 20, 2026, 11:33 p.m.
NED2 Entity disambiguation (via description) batch_69bdd9aaab188190a2279b5fa73c6dbc completed March 20, 2026, 11:35 p.m.
Created at: March 20, 2026, 1:10 p.m.