Triple

T5693146
Position Surface form Disambiguated ID Type / Status
Subject Bad Moms E125472 entity
Predicate antagonistCharacter P18963 FINISHED
Object Gwendolyn James
Gwendolyn James is the strict, overbearing PTA president who serves as the main antagonist in the comedy film "Bad Moms."
 E549865 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: Gwendolyn James | Statement: [Bad Moms, antagonistCharacter, Gwendolyn James]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Gwendolyn James
Context triple: [Bad Moms, antagonistCharacter, Gwendolyn James]
  • A. Gwendolyn Rickard
    Gwendolyn Rickard was the longtime wife of American actor and dancer Ray Bolger, best known for his role as the Scarecrow in "The Wizard of Oz."
  • B. Gwendolyn Knight
    Gwendolyn Knight was an American painter and sculptor associated with the Harlem Renaissance, known for her expressive depictions of African American life and culture.
  • C. Gwendolyn
    Gwendolyn is a feminine given name most famously borne by the Pulitzer Prize–winning American poet Gwendolyn Brooks.
  • D. Gretta James
    Gretta James is the aspiring singer-songwriter protagonist in the film "Begin Again," portrayed by Keira Knightley.
  • E. Emma Winsloe
    Emma Winsloe was a British aristocrat and society figure of the late 19th and early 20th centuries, best known as the daughter of Margot Tennant (later Margot Asquith), the influential socialite and wife of Prime Minister H. H. Asquith.
  • 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: Gwendolyn James
Triple: [Bad Moms, antagonistCharacter, Gwendolyn James]
Generated description
Gwendolyn James is the strict, overbearing PTA president who serves as the main antagonist in the comedy film "Bad Moms."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Gwendolyn James
Target entity description: Gwendolyn James is the strict, overbearing PTA president who serves as the main antagonist in the comedy film "Bad Moms."
  • A. Gwendolyn Rickard
    Gwendolyn Rickard was the longtime wife of American actor and dancer Ray Bolger, best known for his role as the Scarecrow in "The Wizard of Oz."
  • B. Gwendolyn Knight
    Gwendolyn Knight was an American painter and sculptor associated with the Harlem Renaissance, known for her expressive depictions of African American life and culture.
  • C. Gwendolyn
    Gwendolyn is a feminine given name most famously borne by the Pulitzer Prize–winning American poet Gwendolyn Brooks.
  • D. Gretta James
    Gretta James is the aspiring singer-songwriter protagonist in the film "Begin Again," portrayed by Keira Knightley.
  • E. Emma Winsloe
    Emma Winsloe was a British aristocrat and society figure of the late 19th and early 20th centuries, best known as the daughter of Margot Tennant (later Margot Asquith), the influential socialite and wife of Prime Minister H. H. Asquith.
  • 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_69c0082bb19c8190823a4facd3cba79b completed March 22, 2026, 3:18 p.m.
NER Named-entity recognition batch_69c023e678c48190824d35d276985311 completed March 22, 2026, 5:16 p.m.
NED1 Entity disambiguation (via context triple) batch_69c0a155d9b48190aaf63e0bc4dcb072 completed March 23, 2026, 2:11 a.m.
NEDg Description generation batch_69c0a2ab17f481908f2d492e4d9d90fb completed March 23, 2026, 2:17 a.m.
NED2 Entity disambiguation (via description) batch_69c0a323d9248190aa803c27be3d5eec completed March 23, 2026, 2:19 a.m.
Created at: March 22, 2026, 3:44 p.m.