Triple
T8335650
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | David Ayer |
E195779
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
Harsh Times
Harsh Times is a 2005 crime drama film written and directed by David Ayer that follows an unstable Iraq War veteran drawn into violent street crime in South Central Los Angeles.
|
E724860
|
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: Harsh Times | Statement: [David Ayer, notableWork, Harsh Times]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Harsh Times Context triple: [David Ayer, notableWork, Harsh Times]
-
A.
Troubled Times
"Troubled Times" is a song by the American punk rock band Green Day from their album *Revolution Radio*.
-
B.
The Hard Years
The Hard Years is the autobiography of British rock and roll singer and guitarist Joe Brown, recounting his early life and rise in the music industry.
-
C.
Better Times Than These
Better Times Than These is a Vietnam War novel by American author Winston Groom that explores the experiences and disillusionment of U.S. soldiers in combat.
-
D.
A Hard Road
A Hard Road is a 1967 British blues album by John Mayall & the Bluesbreakers, notable for featuring guitarist Peter Green and helping define the late-1960s electric blues sound.
-
E.
Kind dieser Zeit
Kind dieser Zeit is an autobiographical novel by Klaus Mann that portrays the disillusionment and political radicalization of German youth during the rise of Nazism.
- 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: Harsh Times Triple: [David Ayer, notableWork, Harsh Times]
Generated description
Harsh Times is a 2005 crime drama film written and directed by David Ayer that follows an unstable Iraq War veteran drawn into violent street crime in South Central Los Angeles.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Harsh Times Target entity description: Harsh Times is a 2005 crime drama film written and directed by David Ayer that follows an unstable Iraq War veteran drawn into violent street crime in South Central Los Angeles.
-
A.
Troubled Times
"Troubled Times" is a song by the American punk rock band Green Day from their album *Revolution Radio*.
-
B.
The Hard Years
The Hard Years is the autobiography of British rock and roll singer and guitarist Joe Brown, recounting his early life and rise in the music industry.
-
C.
Better Times Than These
Better Times Than These is a Vietnam War novel by American author Winston Groom that explores the experiences and disillusionment of U.S. soldiers in combat.
-
D.
A Hard Road
A Hard Road is a 1967 British blues album by John Mayall & the Bluesbreakers, notable for featuring guitarist Peter Green and helping define the late-1960s electric blues sound.
-
E.
Kind dieser Zeit
Kind dieser Zeit is an autobiographical novel by Klaus Mann that portrays the disillusionment and political radicalization of German youth during the rise of Nazism.
- 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_69ca82ecbdc481908a55cad8ca062d88 |
completed | March 30, 2026, 2:04 p.m. |
| NER | Named-entity recognition | batch_69cb7fd2ca648190991e398ba70caf8d |
completed | March 31, 2026, 8:03 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69cd95d9b92c8190b1eb0e64aa7ea59e |
completed | April 1, 2026, 10:02 p.m. |
| NEDg | Description generation | batch_69cda342c10881908ebafc7853815424 |
completed | April 1, 2026, 10:59 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69cdab736f208190a90bd4344b21a22c |
completed | April 1, 2026, 11:34 p.m. |
Created at: March 30, 2026, 5:57 p.m.