Triple

T15079623
Position Surface form Disambiguated ID Type / Status
Subject E. L. Doctorow E380102 entity
Predicate notableWork P4 FINISHED
Object Welcome to Hard Times
"Welcome to Hard Times" is a 1960 Western novel by E. L. Doctorow that subverts traditional frontier myths through a bleak, allegorical tale of violence and moral collapse in a small Dakota town.
E1137515 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: Welcome to Hard Times | Statement: [E. L. Doctorow, notableWork, Welcome to Hard Times]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Welcome to Hard Times
Context triple: [E. L. Doctorow, notableWork, Welcome to 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. Hard Times
    "Hard Times" is a song featured on the album "Picture Perfect Morning," likely known as one of its individual tracks.
  • D. 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.
  • 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: Welcome to Hard Times
Triple: [E. L. Doctorow, notableWork, Welcome to Hard Times]
Generated description
"Welcome to Hard Times" is a 1960 Western novel by E. L. Doctorow that subverts traditional frontier myths through a bleak, allegorical tale of violence and moral collapse in a small Dakota town.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Welcome to Hard Times
Target entity description: "Welcome to Hard Times" is a 1960 Western novel by E. L. Doctorow that subverts traditional frontier myths through a bleak, allegorical tale of violence and moral collapse in a small Dakota town.
  • 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. Hard Times
    "Hard Times" is a song featured on the album "Picture Perfect Morning," likely known as one of its individual tracks.
  • D. 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.
  • 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_69d85cd7683881908d405c1b5d7b4f7f completed April 10, 2026, 2:13 a.m.
NER Named-entity recognition batch_69dff80008c88190840f94222f867478 completed April 15, 2026, 8:41 p.m.
NED1 Entity disambiguation (via context triple) batch_69feae13f76881908485b3507b380799 completed May 9, 2026, 3:46 a.m.
NEDg Description generation batch_69feafdbf5c08190b4b219009dbeb511 completed May 9, 2026, 3:54 a.m.
NED2 Entity disambiguation (via description) batch_69feb05a3a308190930594538d79722a completed May 9, 2026, 3:56 a.m.
Created at: April 10, 2026, 3:03 a.m.