Triple
T5039490
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Transformers |
E113508
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
The Transformers (Marvel comic series)
The Transformers (Marvel comic series) is a 1980s comic book title published primarily by Marvel Comics that expanded the lore of the Transformers toy line with original storylines, characters, and mythology distinct from the animated series.
|
E488386
|
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: The Transformers (Marvel comic series) | Statement: [Transformers, notableWork, The Transformers (Marvel comic series)]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: The Transformers (Marvel comic series) Context triple: [Transformers, notableWork, The Transformers (Marvel comic series)]
-
A.
Transformers: IDW Publishing comics
Transformers: IDW Publishing comics is a long-running line of Transformers comic book series by IDW Publishing, known for its mature storytelling, expansive continuity, and reimagining of classic characters and lore.
-
B.
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.
-
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: Beast Wars (as a variant/descendant)
Transformers: Beast Wars (as a variant/descendant) is a CGI-animated Transformers television series set in the far future of the original continuity, featuring Maximals and Predacons who transform into animals instead of vehicles.
- 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: The Transformers (Marvel comic series) Triple: [Transformers, notableWork, The Transformers (Marvel comic series)]
Generated description
The Transformers (Marvel comic series) is a 1980s comic book title published primarily by Marvel Comics that expanded the lore of the Transformers toy line with original storylines, characters, and mythology distinct from the animated series.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: The Transformers (Marvel comic series) Target entity description: The Transformers (Marvel comic series) is a 1980s comic book title published primarily by Marvel Comics that expanded the lore of the Transformers toy line with original storylines, characters, and mythology distinct from the animated series.
-
A.
Transformers: IDW Publishing comics
Transformers: IDW Publishing comics is a long-running line of Transformers comic book series by IDW Publishing, known for its mature storytelling, expansive continuity, and reimagining of classic characters and lore.
-
B.
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.
-
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: Beast Wars (as a variant/descendant)
Transformers: Beast Wars (as a variant/descendant) is a CGI-animated Transformers television series set in the far future of the original continuity, featuring Maximals and Predacons who transform into animals instead of vehicles.
- 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_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.