Triple

T10528355
Position Surface form Disambiguated ID Type / Status
Subject Tavis Smiley E248365 entity
Predicate hasWrittenWork P4 FINISHED
Object How to Make Black America Better
"How to Make Black America Better" is a nonfiction book edited by broadcaster Tavis Smiley that compiles essays and recommendations from prominent Black leaders on strategies for improving the social, economic, and political conditions of African Americans.
E869549 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: How to Make Black America Better | Statement: [Tavis Smiley, hasWrittenWork, How to Make Black America Better]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: How to Make Black America Better
Context triple: [Tavis Smiley, hasWrittenWork, How to Make Black America Better]
  • A. Black and White America
    "Black and White America" is a funk-rock and soul-infused studio album by American musician Lenny Kravitz that explores themes of race, identity, and social issues.
  • B. Message to the Blackman in America
    Message to the Blackman in America is a foundational 1965 book by Nation of Islam leader Elijah Muhammad that outlines his religious, social, and political teachings directed primarily toward African Americans.
  • C. The Making of Black Revolutionaries
    The Making of Black Revolutionaries is James Forman’s autobiographical account of his life and leadership in the civil rights and Black Power movements, offering an insider’s history of the Student Nonviolent Coordinating Committee (SNCC) and 1960s Black activism.
  • D. Black America Again
    Black America Again is a socially conscious hip-hop album by Common that addresses systemic racism, black identity, and political resistance in contemporary America.
  • E. How to Be an Antiracist
    "How to Be an Antiracist" is a bestselling nonfiction book by Ibram X. Kendi that explores the concept of antiracism and offers a framework for understanding and actively opposing racism in personal and public life.
  • 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: How to Make Black America Better
Triple: [Tavis Smiley, hasWrittenWork, How to Make Black America Better]
Generated description
"How to Make Black America Better" is a nonfiction book edited by broadcaster Tavis Smiley that compiles essays and recommendations from prominent Black leaders on strategies for improving the social, economic, and political conditions of African Americans.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: How to Make Black America Better
Target entity description: "How to Make Black America Better" is a nonfiction book edited by broadcaster Tavis Smiley that compiles essays and recommendations from prominent Black leaders on strategies for improving the social, economic, and political conditions of African Americans.
  • A. Black and White America
    "Black and White America" is a funk-rock and soul-infused studio album by American musician Lenny Kravitz that explores themes of race, identity, and social issues.
  • B. Message to the Blackman in America
    Message to the Blackman in America is a foundational 1965 book by Nation of Islam leader Elijah Muhammad that outlines his religious, social, and political teachings directed primarily toward African Americans.
  • C. The Making of Black Revolutionaries
    The Making of Black Revolutionaries is James Forman’s autobiographical account of his life and leadership in the civil rights and Black Power movements, offering an insider’s history of the Student Nonviolent Coordinating Committee (SNCC) and 1960s Black activism.
  • D. Black America Again
    Black America Again is a socially conscious hip-hop album by Common that addresses systemic racism, black identity, and political resistance in contemporary America.
  • E. How to Be an Antiracist
    "How to Be an Antiracist" is a bestselling nonfiction book by Ibram X. Kendi that explores the concept of antiracism and offers a framework for understanding and actively opposing racism in personal and public life.
  • 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_69d381c5c7448190bec34bee7ec72bac completed April 6, 2026, 9:49 a.m.
NER Named-entity recognition batch_69d509f6f4a88190ae6e0cc0bcbff0c5 completed April 7, 2026, 1:43 p.m.
NED1 Entity disambiguation (via context triple) batch_69d90e31350c8190a7493cdc33cc450a completed April 10, 2026, 2:50 p.m.
NEDg Description generation batch_69d9107e8b94819086ebba1675a0db54 completed April 10, 2026, 3 p.m.
NED2 Entity disambiguation (via description) batch_69d911a16b1481909197b00c30de48c4 completed April 10, 2026, 3:05 p.m.
Created at: April 6, 2026, 12:30 p.m.