Triple

T4042798
Position Surface form Disambiguated ID Type / Status
Subject Joby Harold E83991 entity
Predicate notableWork P4 FINISHED
Object Transformers: Rise of the Beasts
Transformers: Rise of the Beasts is a 2023 science fiction action film in the Transformers franchise that introduces the Maximals, Predacons, and Terrorcons into the live-action series.
 E409395 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: Rise of the Beasts | Statement: [Joby Harold, notableWork, Transformers: Rise of the Beasts]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Transformers: Rise of the Beasts
Context triple: [Joby Harold, notableWork, Transformers: Rise of the Beasts]
  • A. Transformers: The Last Knight
    Transformers: The Last Knight is a 2017 science fiction action film in the Transformers franchise that continues the battle between Autobots and Decepticons on Earth with a storyline tied to Arthurian legend and human history.
  • B. 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.
  • 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: 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. Bumblebee
    Bumblebee is a 2018 science fiction action film in the Transformers franchise that serves as a prequel and focuses on the origin story of the beloved Autobot of the same name.
  • 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: Rise of the Beasts
Triple: [Joby Harold, notableWork, Transformers: Rise of the Beasts]
Generated description
Transformers: Rise of the Beasts is a 2023 science fiction action film in the Transformers franchise that introduces the Maximals, Predacons, and Terrorcons into the live-action series.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Transformers: Rise of the Beasts
Target entity description: Transformers: Rise of the Beasts is a 2023 science fiction action film in the Transformers franchise that introduces the Maximals, Predacons, and Terrorcons into the live-action series.
  • A. Transformers: The Last Knight
    Transformers: The Last Knight is a 2017 science fiction action film in the Transformers franchise that continues the battle between Autobots and Decepticons on Earth with a storyline tied to Arthurian legend and human history.
  • B. 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.
  • 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: 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. Bumblebee
    Bumblebee is a 2018 science fiction action film in the Transformers franchise that serves as a prequel and focuses on the origin story of the beloved Autobot of the same name.
  • 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_69aed930bd5c819083e7dcc14fc44f69 completed March 9, 2026, 2:29 p.m.
NER Named-entity recognition batch_69aefb5b65c08190ba3f340ed18737f8 completed March 9, 2026, 4:54 p.m.
NED1 Entity disambiguation (via context triple) batch_69b5564d0fb881909ba645714be27b95 completed March 14, 2026, 12:36 p.m.
NEDg Description generation batch_69b55a291d8c8190976e764011692ba0 completed March 14, 2026, 12:52 p.m.
NED2 Entity disambiguation (via description) batch_69b55a9ec7e88190bc5d165fd666f4b3 completed March 14, 2026, 12:54 p.m.
Created at: March 9, 2026, 3:37 p.m.