Triple

T18589134
Position Surface form Disambiguated ID Type / Status
Subject Transformers: Beast Wars E454311 entity
Predicate hasSpinOff P7226 FINISHED
Object Beast Machines: Transformers
Beast Machines: Transformers is a darker, more philosophical sequel series in the Transformers franchise that continues the story of the Maximals on a techno-organic Cybertron.
E1332599 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: Beast Machines: Transformers | Statement: [Transformers: Beast Wars, hasSpinOff, Beast Machines: Transformers]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Beast Machines: Transformers
Context triple: [Transformers: Beast Wars, hasSpinOff, Beast Machines: Transformers]
  • A. 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.
  • B. Transformers: Animated
    Transformers: Animated is an American animated television series in the Transformers franchise that reimagines the iconic robots in a stylized, character-driven storyline.
  • C. 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.
  • D. Transformers: Cybertron
    Transformers: Cybertron is a 2005–2006 animated television series in the Transformers franchise that follows the Autobots and Decepticons as they search for Cyber Planet Keys to save their homeworld.
  • E. Transformers: Studio Series
    Transformers: Studio Series is a Hasbro and Takara Tomy toy line that recreates characters and scenes from the live-action Transformers films with screen-accurate, highly detailed action figures.
  • 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: Beast Machines: Transformers
Triple: [Transformers: Beast Wars, hasSpinOff, Beast Machines: Transformers]
Generated description
Beast Machines: Transformers is a darker, more philosophical sequel series in the Transformers franchise that continues the story of the Maximals on a techno-organic Cybertron.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Beast Machines: Transformers
Target entity description: Beast Machines: Transformers is a darker, more philosophical sequel series in the Transformers franchise that continues the story of the Maximals on a techno-organic Cybertron.
  • A. 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.
  • B. Transformers: Animated
    Transformers: Animated is an American animated television series in the Transformers franchise that reimagines the iconic robots in a stylized, character-driven storyline.
  • C. 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.
  • D. Transformers: Cybertron
    Transformers: Cybertron is a 2005–2006 animated television series in the Transformers franchise that follows the Autobots and Decepticons as they search for Cyber Planet Keys to save their homeworld.
  • E. Transformers: Studio Series
    Transformers: Studio Series is a Hasbro and Takara Tomy toy line that recreates characters and scenes from the live-action Transformers films with screen-accurate, highly detailed action figures.
  • 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_69d8d38ae7e081908a98df1251842402 completed April 10, 2026, 10:40 a.m.
NER Named-entity recognition batch_69e545b3e564819088e60fc25d1976f0 completed April 19, 2026, 9:14 p.m.
NED1 Entity disambiguation (via context triple) batch_6a04f89678bc8190b8bc79694d75fd4b completed May 13, 2026, 10:17 p.m.
NEDg Description generation batch_6a04fed4e1c4819088f99be7ee8ecd08 completed May 13, 2026, 10:44 p.m.
NED2 Entity disambiguation (via description) batch_6a04ff9d97108190a34c4a8e347df711 completed May 13, 2026, 10:47 p.m.
Created at: April 10, 2026, 11:44 a.m.