Triple

T21722520
Position Surface form Disambiguated ID Type / Status
Subject Against All Odds E536195 entity
Predicate screenwriter P2831 FINISHED
Object Eric Hughes
Eric Hughes is an American screenwriter best known for writing the 1984 neo-noir romantic thriller film "Against All Odds."
E1502389 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: Eric Hughes | Statement: [Against All Odds, screenwriter, Eric Hughes]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Eric Hughes
Context triple: [Against All Odds, screenwriter, Eric Hughes]
  • A. Eric Hughes
    Eric Hughes is a mathematician, programmer, and privacy advocate best known as a co-founder of the cypherpunk movement and author of "A Cypherpunk's Manifesto."
  • B. Ray Hughes
    Ray Hughes is a wisecracking Chicago detective portrayed by Gregory Hines in the 1986 buddy-cop action-comedy film "Running Scared."
  • C. Al Hughes
    Al Hughes is the central character of the 1986 sitcom "The Redd Foxx Show," portrayed as a middle-aged man navigating family, work, and comedic everyday challenges.
  • D. Jimmy Hughes
    Jimmy Hughes is a central character on the sitcom "Yes, Dear," portrayed as a well-meaning but often overwhelmed young father and husband navigating everyday family chaos.
  • E. Don Hughes
    Don Hughes is a notable member of the Hughes family, recognized for his prominence within that lineage.
  • 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: Eric Hughes
Triple: [Against All Odds, screenwriter, Eric Hughes]
Generated description
Eric Hughes is an American screenwriter best known for writing the 1984 neo-noir romantic thriller film "Against All Odds."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Eric Hughes
Target entity description: Eric Hughes is an American screenwriter best known for writing the 1984 neo-noir romantic thriller film "Against All Odds."
  • A. Eric Hughes
    Eric Hughes is a mathematician, programmer, and privacy advocate best known as a co-founder of the cypherpunk movement and author of "A Cypherpunk's Manifesto."
  • B. Ray Hughes
    Ray Hughes is a wisecracking Chicago detective portrayed by Gregory Hines in the 1986 buddy-cop action-comedy film "Running Scared."
  • C. Al Hughes
    Al Hughes is the central character of the 1986 sitcom "The Redd Foxx Show," portrayed as a middle-aged man navigating family, work, and comedic everyday challenges.
  • D. Jimmy Hughes
    Jimmy Hughes is a central character on the sitcom "Yes, Dear," portrayed as a well-meaning but often overwhelmed young father and husband navigating everyday family chaos.
  • E. Don Hughes
    Don Hughes is a notable member of the Hughes family, recognized for his prominence within that lineage.
  • 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_69e0c46c6dd88190a595375fa6ebd701 completed April 16, 2026, 11:13 a.m.
NER Named-entity recognition batch_69efd97032c08190820b87a288e77293 completed April 27, 2026, 9:47 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0a3e63bd608190bd7eb342a3ef6ce7 completed May 17, 2026, 10:17 p.m.
NEDg Description generation batch_6a0a401ceb748190a4718ea4bc7ece45 completed May 17, 2026, 10:24 p.m.
NED2 Entity disambiguation (via description) batch_6a0a40bc29fc8190b082a1f86b2c4907 completed May 17, 2026, 10:27 p.m.
Created at: April 16, 2026, 6:47 p.m.