Triple

T16415859
Position Surface form Disambiguated ID Type / Status
Subject Marshall Herskovitz E398681 entity
Predicate notableWork P4 FINISHED
Object Traffic (TV miniseries)
Traffic is a British television miniseries that explores the complex global web of the illegal drug trade through interwoven storylines and characters.
 E324778 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: Traffic (TV miniseries) | Statement: [Marshall Herskovitz, notableWork, Traffic (TV miniseries)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Traffic (TV miniseries)
Context triple: [Marshall Herskovitz, notableWork, Traffic (TV miniseries)]
  • A. Traffik (1989 British television miniseries)
    Traffik is a 1989 British television miniseries that explores the international heroin trade through interwoven storylines, later inspiring the Oscar-winning film "Traffic" (2000).
  • B. Sex Traffic (TV serial)
    Sex Traffic is a British television drama miniseries that explores the exploitation and abuse of women caught in international human trafficking networks.
  • C. Human Traffic (film)
    Human Traffic is a 1999 British independent comedy-drama film that follows a group of young friends immersed in Cardiff’s clubbing and rave culture over one hedonistic weekend.
  • D. Traffik
    Traffik is a 1989 British television miniseries that explores the international heroin trade and inspired the later American film "Traffic."
  • E. Traffik
    Traffik is a 2018 American thriller film in which Paula Patton stars as a woman whose romantic getaway turns deadly after she and her boyfriend encounter a violent biker gang involved in human trafficking.
  • 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: Traffic (TV miniseries)
Triple: [Marshall Herskovitz, notableWork, Traffic (TV miniseries)]
Generated description
Traffic is a British television miniseries that explores the complex global web of the illegal drug trade through interwoven storylines and characters.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Traffic (TV miniseries)
Target entity description: Traffic is a British television miniseries that explores the complex global web of the illegal drug trade through interwoven storylines and characters.
  • A. Traffik (1989 British television miniseries) chosen
    Traffik is a 1989 British television miniseries that explores the international heroin trade through interwoven storylines, later inspiring the Oscar-winning film "Traffic" (2000).
  • B. Sex Traffic (TV serial)
    Sex Traffic is a British television drama miniseries that explores the exploitation and abuse of women caught in international human trafficking networks.
  • C. Human Traffic (film)
    Human Traffic is a 1999 British independent comedy-drama film that follows a group of young friends immersed in Cardiff’s clubbing and rave culture over one hedonistic weekend.
  • D. Traffik
    Traffik is a 1989 British television miniseries that explores the international heroin trade and inspired the later American film "Traffic."
  • E. Traffik
    Traffik is a 2018 American thriller film in which Paula Patton stars as a woman whose romantic getaway turns deadly after she and her boyfriend encounter a violent biker gang involved in human trafficking.
  • F. None of above.

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_69d87f2b9024819085c20e52de95d583 completed April 10, 2026, 4:40 a.m.
NER Named-entity recognition batch_69e3287741008190856882b7f34024fc completed April 18, 2026, 6:45 a.m.
NED1 Entity disambiguation (via context triple) batch_6a003c6a89988190a44515f1ca08099f completed May 10, 2026, 8:06 a.m.
NEDg Description generation batch_6a003db7b0308190bc4b8065cf2c01ec completed May 10, 2026, 8:11 a.m.
NED2 Entity disambiguation (via description) batch_6a003e86a9f48190ae39ec170c776604 completed May 10, 2026, 8:15 a.m.
Created at: April 10, 2026, 5:09 a.m.