Triple

T3328303
Position Surface form Disambiguated ID Type / Status
Subject Bill Hader E69969 entity
Predicate starredIn P1668 FINISHED
Object Trainwreck
Trainwreck is a 2015 romantic comedy film written by and starring Amy Schumer, directed by Judd Apatow, that follows a commitment-averse magazine writer whose life unravels when she falls for a sports doctor.
 E349319 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: Trainwreck | Statement: [Bill Hader, starredIn, Trainwreck]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Trainwreck
Context triple: [Bill Hader, starredIn, Trainwreck]
  • A. Frances Ha
    Frances Ha is a 2012 black-and-white indie comedy-drama film directed by Noah Baumbach and co-written by and starring Greta Gerwig, following a young woman’s aimless yet hopeful life in New York City.
  • B. The Disaster Artist
    The Disaster Artist is a 2017 biographical comedy-drama film directed by and starring James Franco that chronicles the making of Tommy Wiseau’s cult movie The Room.
  • C. The Big Sick
    The Big Sick is a 2017 romantic comedy-drama film based on the real-life courtship of Kumail Nanjiani and Emily V. Gordon, blending culture-clash humor with heartfelt drama.
  • D. Licorice Pizza
    Licorice Pizza is a 2021 coming-of-age comedy-drama film written and directed by Paul Thomas Anderson, set in 1970s San Fernando Valley and following the evolving relationship between a teenage actor and an older young woman.
  • E. Café Society
    Café Society is a 2016 romantic comedy-drama film written and directed by Woody Allen, set in 1930s Hollywood and New York, in which Jesse Eisenberg stars as a young man navigating love and ambition in the glamorous café society of the era.
  • 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: Trainwreck
Triple: [Bill Hader, starredIn, Trainwreck]
Generated description
Trainwreck is a 2015 romantic comedy film written by and starring Amy Schumer, directed by Judd Apatow, that follows a commitment-averse magazine writer whose life unravels when she falls for a sports doctor.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Trainwreck
Target entity description: Trainwreck is a 2015 romantic comedy film written by and starring Amy Schumer, directed by Judd Apatow, that follows a commitment-averse magazine writer whose life unravels when she falls for a sports doctor.
  • A. Frances Ha
    Frances Ha is a 2012 black-and-white indie comedy-drama film directed by Noah Baumbach and co-written by and starring Greta Gerwig, following a young woman’s aimless yet hopeful life in New York City.
  • B. The Disaster Artist
    The Disaster Artist is a 2017 biographical comedy-drama film directed by and starring James Franco that chronicles the making of Tommy Wiseau’s cult movie The Room.
  • C. The Big Sick
    The Big Sick is a 2017 romantic comedy-drama film based on the real-life courtship of Kumail Nanjiani and Emily V. Gordon, blending culture-clash humor with heartfelt drama.
  • D. Licorice Pizza
    Licorice Pizza is a 2021 coming-of-age comedy-drama film written and directed by Paul Thomas Anderson, set in 1970s San Fernando Valley and following the evolving relationship between a teenage actor and an older young woman.
  • E. Café Society
    Café Society is a 2016 romantic comedy-drama film written and directed by Woody Allen, set in 1930s Hollywood and New York, in which Jesse Eisenberg stars as a young man navigating love and ambition in the glamorous café society of the era.
  • 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_69ad85a1829881908942c14075644d0d completed March 8, 2026, 2:20 p.m.
NER Named-entity recognition batch_69adb1708b908190bc5c4122623d9b77 completed March 8, 2026, 5:27 p.m.
NED1 Entity disambiguation (via context triple) batch_69b31a7ec9f48190873d90b678713bad completed March 12, 2026, 7:56 p.m.
NEDg Description generation batch_69b31c368e4c8190a011833fce090a7d completed March 12, 2026, 8:04 p.m.
NED2 Entity disambiguation (via description) batch_69b31d3fa6088190a5abf858c01c25bc completed March 12, 2026, 8:08 p.m.
Created at: March 8, 2026, 3:12 p.m.