Triple

T20761229
Position Surface form Disambiguated ID Type / Status
Subject Transformers video games E510980 entity
Predicate includes P1393 FINISHED
Object Transformers (2004 video game)
Transformers (2004 video game) is a third-person action title based on the Transformers: Armada animated series, featuring transforming robot combat and vehicular exploration.
E510980 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 (2004 video game) | Statement: [Transformers video games, includes, Transformers (2004 video game)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Transformers (2004 video game)
Context triple: [Transformers video games, includes, Transformers (2004 video game)]
  • A. 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.
  • B. Transformers video games
    Transformers video games are a series of action titles based on the Transformers franchise, featuring robot characters that can transform into vehicles and other forms in combat-driven adventures.
  • C. Transformers (2007 film)
    Transformers (2007 film) is a live-action science fiction action movie directed by Michael Bay that launched the blockbuster film franchise based on Hasbro's transforming robot toy line.
  • 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: Lost Light
    Transformers: Lost Light is an IDW Publishing comic series that continues the story of the fan-favorite Transformers: More Than Meets the Eye, following Rodimus and his crew on a spacefaring quest filled with character-driven drama and cosmic adventure.
  • 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 (2004 video game)
Triple: [Transformers video games, includes, Transformers (2004 video game)]
Generated description
Transformers (2004 video game) is a third-person action title based on the Transformers: Armada animated series, featuring transforming robot combat and vehicular exploration.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Transformers (2004 video game)
Target entity description: Transformers (2004 video game) is a third-person action title based on the Transformers: Armada animated series, featuring transforming robot combat and vehicular exploration.
  • A. 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.
  • B. Transformers video games chosen
    Transformers video games are a series of action titles based on the Transformers franchise, featuring robot characters that can transform into vehicles and other forms in combat-driven adventures.
  • C. Transformers (2007 film)
    Transformers (2007 film) is a live-action science fiction action movie directed by Michael Bay that launched the blockbuster film franchise based on Hasbro's transforming robot toy line.
  • 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: Lost Light
    Transformers: Lost Light is an IDW Publishing comic series that continues the story of the fan-favorite Transformers: More Than Meets the Eye, following Rodimus and his crew on a spacefaring quest filled with character-driven drama and cosmic adventure.
  • 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_69e0b4c909ec8190b05987f1639513f6 completed April 16, 2026, 10:07 a.m.
NER Named-entity recognition batch_69e6c2493a188190a336a35ea134e5f7 completed April 21, 2026, 12:18 a.m.
NED1 Entity disambiguation (via context triple) batch_6a08ef84885c8190957b6fd0bf2ef319 completed May 16, 2026, 10:28 p.m.
NEDg Description generation batch_6a08effa455c81908bd6213bed3bdba1 completed May 16, 2026, 10:30 p.m.
NED2 Entity disambiguation (via description) batch_6a08f09a2b688190bf7b026fc4b9977e completed May 16, 2026, 10:32 p.m.
Created at: April 16, 2026, 12:35 p.m.