Triple
T18611733
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Transformers: IDW Publishing comics |
E454908
|
entity |
| Predicate | includesSeries |
P1393
|
FINISHED |
| Object | The Transformers: Escalation |
—
|
NE NERFINISHED |
How this triple was built (3 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: The Transformers: Escalation | Statement: [Transformers: IDW Publishing comics, includesSeries, The Transformers: Escalation]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: The Transformers: Escalation Context triple: [Transformers: IDW Publishing comics, includesSeries, The Transformers: Escalation]
-
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: Combiner Wars
Transformers: Combiner Wars is a Hasbro toyline and associated media sub-brand that focuses on combining Transformers figures that merge into larger gestalt robots, inspired by classic combiner teams from the franchise.
-
C.
Transformers: The Rebirth
Transformers: The Rebirth is a three-part animated television miniseries that serves as the final story arc of the original Transformers Generation 1 cartoon, introducing the Headmasters and Targetmasters concepts.
-
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.
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.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: The Transformers: Escalation Target entity description: The Transformers: Escalation is a comic book miniseries in IDW Publishing’s Transformers continuity that continues the modern reimagining of the Autobots’ and Decepticons’ conflict on Earth.
-
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: Combiner Wars
Transformers: Combiner Wars is a Hasbro toyline and associated media sub-brand that focuses on combining Transformers figures that merge into larger gestalt robots, inspired by classic combiner teams from the franchise.
-
C.
Transformers: The Rebirth
Transformers: The Rebirth is a three-part animated television miniseries that serves as the final story arc of the original Transformers Generation 1 cartoon, introducing the Headmasters and Targetmasters concepts.
-
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.
The Transformers: Infiltration
chosen
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.
- F. None of above.
Provenance (2 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_69d8d38bbe7c8190bdec3138e7d413c9 |
completed | April 10, 2026, 10:40 a.m. |
| NER | Named-entity recognition | batch_69e54d01ebd08190b6e646e3a749d7f5 |
completed | April 19, 2026, 9:45 p.m. |
Created at: April 10, 2026, 11:45 a.m.