Triple

T3286712
Position Surface form Disambiguated ID Type / Status
Subject From Dusk Till Dawn 2: Texas Blood Money E68998 entity
Predicate director P255 FINISHED
Object Scott Spiegel
Scott Spiegel is an American filmmaker, screenwriter, and actor best known for his work in the horror genre and his collaborations with Sam Raimi and Quentin Tarantino.
 E344188 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: Scott Spiegel | Statement: [From Dusk Till Dawn 2: Texas Blood Money, director, Scott Spiegel]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Scott Spiegel
Context triple: [From Dusk Till Dawn 2: Texas Blood Money, director, Scott Spiegel]
  • A. Jeff Cronenweth
    Jeff Cronenweth is an American cinematographer known for his stylish, atmospheric work on films such as "The Social Network" and collaborations with director David Fincher.
  • B. Scott Beck
    Scott Beck is an American screenwriter and filmmaker best known for co-writing the hit horror film "A Quiet Place" and its sequel.
  • C. Scott Rosenberg
    Scott Rosenberg is an American screenwriter and producer known for writing high-profile films such as "Con Air," "Gone in 60 Seconds," and "High Fidelity."
  • D. Michael Filerman
    Michael Filerman was an American television producer best known for developing and producing popular prime-time soap operas during the 1970s and 1980s.
  • E. Michael Seitzman
    Michael Seitzman is an American screenwriter and producer known for his work on films such as "North Country" and for creating and producing several television series.
  • 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: Scott Spiegel
Triple: [From Dusk Till Dawn 2: Texas Blood Money, director, Scott Spiegel]
Generated description
Scott Spiegel is an American filmmaker, screenwriter, and actor best known for his work in the horror genre and his collaborations with Sam Raimi and Quentin Tarantino.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Scott Spiegel
Target entity description: Scott Spiegel is an American filmmaker, screenwriter, and actor best known for his work in the horror genre and his collaborations with Sam Raimi and Quentin Tarantino.
  • A. Jeff Cronenweth
    Jeff Cronenweth is an American cinematographer known for his stylish, atmospheric work on films such as "The Social Network" and collaborations with director David Fincher.
  • B. Scott Beck
    Scott Beck is an American screenwriter and filmmaker best known for co-writing the hit horror film "A Quiet Place" and its sequel.
  • C. Scott Rosenberg
    Scott Rosenberg is an American screenwriter and producer known for writing high-profile films such as "Con Air," "Gone in 60 Seconds," and "High Fidelity."
  • D. Michael Filerman
    Michael Filerman was an American television producer best known for developing and producing popular prime-time soap operas during the 1970s and 1980s.
  • E. Michael Seitzman
    Michael Seitzman is an American screenwriter and producer known for his work on films such as "North Country" and for creating and producing several television series.
  • 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_69ad859d45748190b0742408c954b39f completed March 8, 2026, 2:20 p.m.
NER Named-entity recognition batch_69adb05779d08190a5517951e71b1380 completed March 8, 2026, 5:22 p.m.
NED1 Entity disambiguation (via context triple) batch_69b2e85b6a1081908581b2040b8ce261 completed March 12, 2026, 4:22 p.m.
NEDg Description generation batch_69b2e9783918819085ea73a8ed815f65 completed March 12, 2026, 4:27 p.m.
NED2 Entity disambiguation (via description) batch_69b2ea0189948190b1dab60aecf04b73 completed March 12, 2026, 4:29 p.m.
Created at: March 8, 2026, 3:10 p.m.