Triple

T5039460

Position	Surface form	Disambiguated ID	Type / Status
Subject	Transformers	`E113508`	entity
Predicate	hasPart	`P35`	FINISHED
Object	Transformers video games Transformers video games are a series of action-oriented titles based on the Transformers franchise, featuring battles between Autobots and Decepticons across various platforms and gameplay styles.	`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 video games | Statement: [Transformers, hasPart, Transformers video games]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: Transformers video games
Context triple: [Transformers, hasPart, Transformers video games]

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 Metrobase
Transformers Metrobase is a themed area in Universal Studios parks that immerses guests in the world of the Transformers franchise, serving as the setting and queue environment for Transformers: The Ride 3D.
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: 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: 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.
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 video games
Triple: [Transformers, hasPart, Transformers video games]

Generated description

Transformers video games are a series of action-oriented titles based on the Transformers franchise, featuring battles between Autobots and Decepticons across various platforms and gameplay styles.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: Transformers video games
Target entity description: Transformers video games are a series of action-oriented titles based on the Transformers franchise, featuring battles between Autobots and Decepticons across various platforms and gameplay styles.

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 Metrobase
Transformers Metrobase is a themed area in Universal Studios parks that immerses guests in the world of the Transformers franchise, serving as the setting and queue environment for Transformers: The Ride 3D.
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: 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: 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.
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_69bd44384298819089c49e7c330ec7b8`	completed	March 20, 2026, 12:57 p.m.
NER	Named-entity recognition	`batch_69bd73dbf00c819094b67809dafdecc6`	completed	March 20, 2026, 4:20 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69be9c8084388190b25bbffc42f0b3ed`	completed	March 21, 2026, 1:26 p.m.
NEDg	Description generation	`batch_69be9d42dc6c8190bd3d7666351ecd5b`	completed	March 21, 2026, 1:29 p.m.
NED2	Entity disambiguation (via description)	`batch_69be9dace3fc81909c6f9ffc0d30b7f8`	completed	March 21, 2026, 1:31 p.m.

Created at: March 20, 2026, 1:37 p.m.