Triple
T2771189
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Demolition Man |
E61458
|
entity |
| Predicate | writer |
P1360
|
FINISHED |
| Object |
Daniel Waters
Daniel Waters is an American screenwriter best known for his sharp, satirical scripts, including the cult classic film "Heathers" and the sci-fi action movie "Demolition Man."
|
E296915
|
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: Daniel Waters | Statement: [Demolition Man, writer, Daniel Waters]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Daniel Waters Context triple: [Demolition Man, writer, Daniel Waters]
-
A.
Scott Neustadter
Scott Neustadter is an American screenwriter best known for co-writing films such as "(500) Days of Summer," "The Fault in Our Stars," and other adaptations of popular novels.
-
B.
Brian Yorkey
Brian Yorkey is an American playwright, lyricist, and screenwriter best known for co-creating the Pulitzer Prize–winning musical "Next to Normal."
-
C.
Jason Beattie
Jason Beattie is a music video director known for his work on the video for the song "Adorn."
-
D.
Justin Marks
Justin Marks is an American screenwriter best known for writing Disney's live-action adaptation of The Jungle Book (2016) and other film and television projects.
-
E.
Justin Peck
Justin Peck is an acclaimed American choreographer and dancer known for his innovative, contemporary works created primarily for the New York City Ballet.
- 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: Daniel Waters Triple: [Demolition Man, writer, Daniel Waters]
Generated description
Daniel Waters is an American screenwriter best known for his sharp, satirical scripts, including the cult classic film "Heathers" and the sci-fi action movie "Demolition Man."
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Daniel Waters Target entity description: Daniel Waters is an American screenwriter best known for his sharp, satirical scripts, including the cult classic film "Heathers" and the sci-fi action movie "Demolition Man."
-
A.
Scott Neustadter
Scott Neustadter is an American screenwriter best known for co-writing films such as "(500) Days of Summer," "The Fault in Our Stars," and other adaptations of popular novels.
-
B.
Brian Yorkey
Brian Yorkey is an American playwright, lyricist, and screenwriter best known for co-creating the Pulitzer Prize–winning musical "Next to Normal."
-
C.
Jason Beattie
Jason Beattie is a music video director known for his work on the video for the song "Adorn."
-
D.
Justin Marks
Justin Marks is an American screenwriter best known for writing Disney's live-action adaptation of The Jungle Book (2016) and other film and television projects.
-
E.
Justin Peck
Justin Peck is an acclaimed American choreographer and dancer known for his innovative, contemporary works created primarily for the New York City Ballet.
- 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_69ab4b7cd13481909174bca9809ed259 |
completed | March 6, 2026, 9:47 p.m. |
| NER | Named-entity recognition | batch_69abdd6a23208190ba94c9a9f601a042 |
completed | March 7, 2026, 8:10 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69afc05061808190abe709eff7a8c986 |
completed | March 10, 2026, 6:55 a.m. |
| NEDg | Description generation | batch_69afc0b6f7208190ac4f135ae72f0336 |
completed | March 10, 2026, 6:56 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69afc133f8088190bd505db0d0d1d6f7 |
completed | March 10, 2026, 6:59 a.m. |
Created at: March 6, 2026, 9:57 p.m.