Triple

T14068527
Position Surface form Disambiguated ID Type / Status
Subject Jelani Cobb E338539 entity
Predicate notableWork P4 FINISHED
Object The Substance of Hope: Barack Obama and the Paradox of Progress
The Substance of Hope: Barack Obama and the Paradox of Progress is a nonfiction book by historian and journalist Jelani Cobb that examines Barack Obama’s presidency as a lens on race, politics, and the complexities of social progress in the United States.
E1077386 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: The Substance of Hope: Barack Obama and the Paradox of Progress | Statement: [Jelani Cobb, notableWork, The Substance of Hope: Barack Obama and the Paradox of Progress]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Substance of Hope: Barack Obama and the Paradox of Progress
Context triple: [Jelani Cobb, notableWork, The Substance of Hope: Barack Obama and the Paradox of Progress]
  • A. The Politics of Hope
    The Politics of Hope is a collection of essays by historian Arthur Schlesinger Jr. that champions liberal democracy and reformist politics in mid-20th-century America.
  • B. From the Ground Up: A Journey to Reimagine the Promise of America
    "From the Ground Up: A Journey to Reimagine the Promise of America" is a memoir by former Starbucks CEO Howard Schultz that blends his personal story with reflections on business, leadership, and social responsibility in the United States.
  • C. Between Hope and History
    "Between Hope and History" is a political book by Bill Clinton that outlines his centrist vision, policy priorities, and reflections on his presidency during the 1990s.
  • D. The Democratic Paradox
    The Democratic Paradox is a political theory book by Chantal Mouffe that explores the tensions between liberalism and democracy and argues for an “agonistic” model of pluralist democratic politics.
  • E. The Old Is Dying and the New Cannot Be Born: From Progressive Neoliberalism to Trump and Beyond
    "The Old Is Dying and the New Cannot Be Born: From Progressive Neoliberalism to Trump and Beyond" is a political-philosophical work by Nancy Fraser that analyzes the crisis of contemporary capitalism and liberal democracy, tracing the rise of Trumpism to the breakdown of a prior alliance between neoliberal economics and progressive cultural politics.
  • 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: The Substance of Hope: Barack Obama and the Paradox of Progress
Triple: [Jelani Cobb, notableWork, The Substance of Hope: Barack Obama and the Paradox of Progress]
Generated description
The Substance of Hope: Barack Obama and the Paradox of Progress is a nonfiction book by historian and journalist Jelani Cobb that examines Barack Obama’s presidency as a lens on race, politics, and the complexities of social progress in the United States.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Substance of Hope: Barack Obama and the Paradox of Progress
Target entity description: The Substance of Hope: Barack Obama and the Paradox of Progress is a nonfiction book by historian and journalist Jelani Cobb that examines Barack Obama’s presidency as a lens on race, politics, and the complexities of social progress in the United States.
  • A. The Politics of Hope
    The Politics of Hope is a collection of essays by historian Arthur Schlesinger Jr. that champions liberal democracy and reformist politics in mid-20th-century America.
  • B. From the Ground Up: A Journey to Reimagine the Promise of America
    "From the Ground Up: A Journey to Reimagine the Promise of America" is a memoir by former Starbucks CEO Howard Schultz that blends his personal story with reflections on business, leadership, and social responsibility in the United States.
  • C. Between Hope and History
    "Between Hope and History" is a political book by Bill Clinton that outlines his centrist vision, policy priorities, and reflections on his presidency during the 1990s.
  • D. The Democratic Paradox
    The Democratic Paradox is a political theory book by Chantal Mouffe that explores the tensions between liberalism and democracy and argues for an “agonistic” model of pluralist democratic politics.
  • E. The Old Is Dying and the New Cannot Be Born: From Progressive Neoliberalism to Trump and Beyond
    "The Old Is Dying and the New Cannot Be Born: From Progressive Neoliberalism to Trump and Beyond" is a political-philosophical work by Nancy Fraser that analyzes the crisis of contemporary capitalism and liberal democracy, tracing the rise of Trumpism to the breakdown of a prior alliance between neoliberal economics and progressive cultural politics.
  • 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_69d81c67ba6c819091935650dfb3b895 completed April 9, 2026, 9:38 p.m.
NER Named-entity recognition batch_69de568d0404819087e0fe37c72162cb completed April 14, 2026, 3 p.m.
NED1 Entity disambiguation (via context triple) batch_69fcb66aeff8819088239226bbe25fd5 completed May 7, 2026, 3:57 p.m.
NEDg Description generation batch_69fcc17d16008190bfec11ba0c229aae completed May 7, 2026, 4:44 p.m.
NED2 Entity disambiguation (via description) batch_69fcc1fe9bb0819098aa2655330569cb completed May 7, 2026, 4:46 p.m.
Created at: April 9, 2026, 10:21 p.m.