Triple

T4866793
Position Surface form Disambiguated ID Type / Status
Subject bell hooks E108989 entity
Predicate notableWork P4 FINISHED
Object Black Looks: Race and Representation
Black Looks: Race and Representation is a collection of critical essays by bell hooks that examines the politics of race, gender, and representation in popular culture and visual media.
E476961 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: Black Looks: Race and Representation | Statement: [bell hooks, notableWork, Black Looks: Race and Representation]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Black Looks: Race and Representation
Context triple: [bell hooks, notableWork, Black Looks: Race and Representation]
  • A. Racial Imaginary Institute
    The Racial Imaginary Institute is a cultural and intellectual project that examines race, whiteness, and visual culture through art, scholarship, and public programming.
  • B. Playing in the Dark: Whiteness and the Literary Imagination
    Playing in the Dark: Whiteness and the Literary Imagination is Toni Morrison’s influential critical study examining how constructions of Blackness shape the themes, characters, and narratives of canonical American literature.
  • C. Introduction to Black Studies
    Introduction to Black Studies is a foundational textbook that systematically outlines the history, theory, and core themes of the academic field of Black Studies.
  • D. Media Culture: Cultural Studies, Identity and Politics Between the Modern and the Postmodern
    *Media Culture: Cultural Studies, Identity and Politics Between the Modern and the Postmodern* is a critical theory book by Douglas Kellner that analyzes how contemporary media shapes cultural identities, power relations, and political life in the transition from modernity to postmodernity.
  • E. “Unspeakable Things Unspoken: The Afro-American Presence in American Literature”
    “Unspeakable Things Unspoken: The Afro-American Presence in American Literature” is a seminal critical essay by Toni Morrison that examines how Black writers and racialized perspectives have been marginalized, erased, and yet structurally central within the American literary canon.
  • 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: Black Looks: Race and Representation
Triple: [bell hooks, notableWork, Black Looks: Race and Representation]
Generated description
Black Looks: Race and Representation is a collection of critical essays by bell hooks that examines the politics of race, gender, and representation in popular culture and visual media.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Black Looks: Race and Representation
Target entity description: Black Looks: Race and Representation is a collection of critical essays by bell hooks that examines the politics of race, gender, and representation in popular culture and visual media.
  • A. Racial Imaginary Institute
    The Racial Imaginary Institute is a cultural and intellectual project that examines race, whiteness, and visual culture through art, scholarship, and public programming.
  • B. Playing in the Dark: Whiteness and the Literary Imagination
    Playing in the Dark: Whiteness and the Literary Imagination is Toni Morrison’s influential critical study examining how constructions of Blackness shape the themes, characters, and narratives of canonical American literature.
  • C. Introduction to Black Studies
    Introduction to Black Studies is a foundational textbook that systematically outlines the history, theory, and core themes of the academic field of Black Studies.
  • D. Media Culture: Cultural Studies, Identity and Politics Between the Modern and the Postmodern
    *Media Culture: Cultural Studies, Identity and Politics Between the Modern and the Postmodern* is a critical theory book by Douglas Kellner that analyzes how contemporary media shapes cultural identities, power relations, and political life in the transition from modernity to postmodernity.
  • E. “Unspeakable Things Unspoken: The Afro-American Presence in American Literature”
    “Unspeakable Things Unspoken: The Afro-American Presence in American Literature” is a seminal critical essay by Toni Morrison that examines how Black writers and racialized perspectives have been marginalized, erased, and yet structurally central within the American literary canon.
  • 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_69bd440d96a48190b0c87069adef2af1 completed March 20, 2026, 12:56 p.m.
NER Named-entity recognition batch_69bd6d7a42f88190bb1ef7261bcbc2a8 completed March 20, 2026, 3:53 p.m.
NED1 Entity disambiguation (via context triple) batch_69be67e5d96c8190b2a509d9fb81211a completed March 21, 2026, 9:41 a.m.
NEDg Description generation batch_69be693b36b08190a0de648f0c5bdc60 completed March 21, 2026, 9:47 a.m.
NED2 Entity disambiguation (via description) batch_69be69a16b0c8190b0a787bb54b31fc3 completed March 21, 2026, 9:49 a.m.
Created at: March 20, 2026, 1:26 p.m.