Triple
T1788465
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Avengers: Infinity War |
E39441
|
entity |
| Predicate | screenwriter |
P2831
|
FINISHED |
| Object |
Christopher Markus
Christopher Markus is an American screenwriter best known for co-writing numerous Marvel Cinematic Universe films, often in collaboration with Stephen McFeely.
|
E210884
|
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: Christopher Markus | Statement: [Avengers: Infinity War, screenwriter, Christopher Markus]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Christopher Markus Context triple: [Avengers: Infinity War, screenwriter, Christopher Markus]
-
A.
Roberto Orci
Roberto Orci is a Mexican-American screenwriter and producer best known for co-writing and producing major science fiction and action franchises such as the rebooted Star Trek films and the Transformers series.
-
B.
David Koepp
David Koepp is an American screenwriter and director best known for writing major Hollywood films such as Jurassic Park, Mission: Impossible, and Spider-Man.
-
C.
Alex Kurtzman
Alex Kurtzman is an American screenwriter, producer, and director best known for co-writing blockbuster films like Star Trek (2009) and for overseeing several modern Star Trek television series.
-
D.
Philippa Boyens
Philippa Boyens is a New Zealand screenwriter and producer best known for co-writing Peter Jackson’s film adaptations of J.R.R. Tolkien’s works, including The Lord of the Rings trilogy.
-
E.
David Frankel
David Frankel is an American film and television director best known for helming popular works such as "The Devil Wears Prada" and episodes of "Sex and the City."
- 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: Christopher Markus Triple: [Avengers: Infinity War, screenwriter, Christopher Markus]
Generated description
Christopher Markus is an American screenwriter best known for co-writing numerous Marvel Cinematic Universe films, often in collaboration with Stephen McFeely.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Christopher Markus Target entity description: Christopher Markus is an American screenwriter best known for co-writing numerous Marvel Cinematic Universe films, often in collaboration with Stephen McFeely.
-
A.
Roberto Orci
Roberto Orci is a Mexican-American screenwriter and producer best known for co-writing and producing major science fiction and action franchises such as the rebooted Star Trek films and the Transformers series.
-
B.
David Koepp
David Koepp is an American screenwriter and director best known for writing major Hollywood films such as Jurassic Park, Mission: Impossible, and Spider-Man.
-
C.
Alex Kurtzman
Alex Kurtzman is an American screenwriter, producer, and director best known for co-writing blockbuster films like Star Trek (2009) and for overseeing several modern Star Trek television series.
-
D.
Philippa Boyens
Philippa Boyens is a New Zealand screenwriter and producer best known for co-writing Peter Jackson’s film adaptations of J.R.R. Tolkien’s works, including The Lord of the Rings trilogy.
-
E.
David Frankel
David Frankel is an American film and television director best known for helming popular works such as "The Devil Wears Prada" and episodes of "Sex and the City."
- 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_69a88631854081909723959921e45c2b |
completed | March 4, 2026, 7:21 p.m. |
| NER | Named-entity recognition | batch_69aa650fd3448190a6a2c979db982cae |
completed | March 6, 2026, 5:24 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69addf3d06e88190a082b142ff9209ee |
completed | March 8, 2026, 8:42 p.m. |
| NEDg | Description generation | batch_69ade001657c8190b104f32fc0ced3d2 |
completed | March 8, 2026, 8:45 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69ade09cc6d08190b424022c877d42c1 |
completed | March 8, 2026, 8:48 p.m. |
Created at: March 4, 2026, 7:32 p.m.