Triple

T5342596
Position Surface form Disambiguated ID Type / Status
Subject He's Just Not That Into You E123977 entity
Predicate screenwriter P2831 FINISHED
Object Marc Silverstein
Marc Silverstein is an American screenwriter and filmmaker known for co-writing popular romantic comedies such as "He's Just Not That Into You," "Never Been Kissed," and "How to Be Single."
 E527399 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: Marc Silverstein | Statement: [He's Just Not That Into You, screenwriter, Marc Silverstein]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Marc Silverstein
Context triple: [He's Just Not That Into You, screenwriter, Marc Silverstein]
  • A. Ian Silverstein
    Ian Silverstein is a film editor known for his work on major visual-effects-driven productions such as the science fiction action film "Alita: Battle Angel."
  • B. Samuel Silverstein
    Samuel Silverstein is a mountaineer known for being among the first climbers to successfully reach the summit of Antarctica’s highest peak, Vinson Massif.
  • C. Marc Bienstock
    Marc Bienstock is a film producer best known for his work on horror and thriller movies, including collaborations with director M. Night Shyamalan.
  • D. Martin Goldstein
    Martin Goldstein, nicknamed "Buggsy," was an American mobster and hitman associated with Murder, Inc. during the 1930s and 1940s.
  • E. Michael Saltzman
    Michael Saltzman is a screenwriter best known for co-writing the 2006 reboot of "The Pink Panther" starring Steve Martin.
  • 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: Marc Silverstein
Triple: [He's Just Not That Into You, screenwriter, Marc Silverstein]
Generated description
Marc Silverstein is an American screenwriter and filmmaker known for co-writing popular romantic comedies such as "He's Just Not That Into You," "Never Been Kissed," and "How to Be Single."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Marc Silverstein
Target entity description: Marc Silverstein is an American screenwriter and filmmaker known for co-writing popular romantic comedies such as "He's Just Not That Into You," "Never Been Kissed," and "How to Be Single."
  • A. Ian Silverstein
    Ian Silverstein is a film editor known for his work on major visual-effects-driven productions such as the science fiction action film "Alita: Battle Angel."
  • B. Samuel Silverstein
    Samuel Silverstein is a mountaineer known for being among the first climbers to successfully reach the summit of Antarctica’s highest peak, Vinson Massif.
  • C. Marc Bienstock
    Marc Bienstock is a film producer best known for his work on horror and thriller movies, including collaborations with director M. Night Shyamalan.
  • D. Martin Goldstein
    Martin Goldstein, nicknamed "Buggsy," was an American mobster and hitman associated with Murder, Inc. during the 1930s and 1940s.
  • E. Michael Saltzman
    Michael Saltzman is a screenwriter best known for co-writing the 2006 reboot of "The Pink Panther" starring Steve Martin.
  • 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_69bd464b07f8819095aa76577c9829e4 completed March 20, 2026, 1:06 p.m.
NER Named-entity recognition batch_69bd85cc5a9881909e23bf9c5b697a8e completed March 20, 2026, 5:37 p.m.
NED1 Entity disambiguation (via context triple) batch_69bfe61a2cd8819089ea67309d284be4 completed March 22, 2026, 12:52 p.m.
NEDg Description generation batch_69bfe686b99881908bb9a952d5c120c9 completed March 22, 2026, 12:54 p.m.
NED2 Entity disambiguation (via description) batch_69bfe6e8d18c8190a676e59cd16d6b12 completed March 22, 2026, 12:56 p.m.
Created at: March 20, 2026, 2:01 p.m.