Triple

T8441868
Position Surface form Disambiguated ID Type / Status
Subject Walter Hill E199367 entity
Predicate notableWork P4 FINISHED
Object Hard Times
Hard Times is a 1975 American period boxing drama film directed by Walter Hill and starring Charles Bronson as a bare-knuckle fighter in Depression-era New Orleans.
E734408 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: Hard Times | Statement: [Walter Hill, notableWork, Hard Times]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Hard Times
Context triple: [Walter Hill, notableWork, Hard Times]
  • A. Hard Times
    Hard Times is a social and industrial novel by Charles Dickens that critiques utilitarianism and the dehumanizing effects of Victorian-era factory life in the fictional Coketown.
  • B. Hard Times
    "Hard Times" is a 2017 new wave–inspired pop-rock single by American band Paramore, known for its bright, upbeat sound paired with lyrics about emotional struggle and resilience.
  • C. Little Dorrit
    Little Dorrit is a novel by Charles Dickens that critiques Victorian society and the debtors' prison system through the life of its impoverished heroine, Amy Dorrit.
  • D. The Schoolmaster
    The Schoolmaster is a sketch or story within Washington Irving's collection "Bracebridge Hall," portraying a modest, dedicated village teacher with gentle humor and sentiment.
  • E. Hard Times Come Again No More
    "Hard Times Come Again No More" is a 19th-century American parlor song by Stephen Foster that has become a widely recorded folk standard lamenting hardship and pleading for better times.
  • 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: Hard Times
Triple: [Walter Hill, notableWork, Hard Times]
Generated description
Hard Times is a 1975 American period boxing drama film directed by Walter Hill and starring Charles Bronson as a bare-knuckle fighter in Depression-era New Orleans.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Hard Times
Target entity description: Hard Times is a 1975 American period boxing drama film directed by Walter Hill and starring Charles Bronson as a bare-knuckle fighter in Depression-era New Orleans.
  • A. Hard Times
    Hard Times is a social and industrial novel by Charles Dickens that critiques utilitarianism and the dehumanizing effects of Victorian-era factory life in the fictional Coketown.
  • B. Hard Times
    "Hard Times" is a 2017 new wave–inspired pop-rock single by American band Paramore, known for its bright, upbeat sound paired with lyrics about emotional struggle and resilience.
  • C. Little Dorrit
    Little Dorrit is a novel by Charles Dickens that critiques Victorian society and the debtors' prison system through the life of its impoverished heroine, Amy Dorrit.
  • D. The Schoolmaster
    The Schoolmaster is a sketch or story within Washington Irving's collection "Bracebridge Hall," portraying a modest, dedicated village teacher with gentle humor and sentiment.
  • E. Hard Times Come Again No More
    "Hard Times Come Again No More" is a 19th-century American parlor song by Stephen Foster that has become a widely recorded folk standard lamenting hardship and pleading for better times.
  • 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_69ca8314cd6c8190a6b8c2a1096e18f3 completed March 30, 2026, 2:05 p.m.
NER Named-entity recognition batch_69cbe30fba4081908bfdef3faf5baceb completed March 31, 2026, 3:06 p.m.
NED1 Entity disambiguation (via context triple) batch_69ce1da3a99481909c9beae665bb5b83 completed April 2, 2026, 7:41 a.m.
NEDg Description generation batch_69ce1fdb77248190aa7d9f2c39446e62 completed April 2, 2026, 7:50 a.m.
NED2 Entity disambiguation (via description) batch_69ce207100548190b80fc1ca6d5b4cda completed April 2, 2026, 7:53 a.m.
Created at: March 30, 2026, 6:08 p.m.