Triple

T517665
Position Surface form Disambiguated ID Type / Status
Subject Desmond Tutu E10742 entity
Predicate wrote P2831 FINISHED
Object Hope and Suffering
Hope and Suffering is a collection of sermons and reflections by Archbishop Desmond Tutu that explores faith, justice, and resilience amid the struggle against apartheid in South Africa.
E64564 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: Hope and Suffering | Statement: [Desmond Tutu, wrote, Hope and Suffering]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Hope and Suffering
Context triple: [Desmond Tutu, wrote, Hope and Suffering]
  • A. Love Is the Way: Holding on to Hope in Troubling Times
    Love Is the Way: Holding on to Hope in Troubling Times is a Christian inspirational book by Episcopal bishop Michael Curry that explores how living a life grounded in love can transform individuals and society amid contemporary challenges.
  • B. 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.
  • C. Reason for Hope: A Spiritual Journey
    Reason for Hope: A Spiritual Journey is a reflective memoir by primatologist Jane Goodall that intertwines her life story, scientific work, and enduring spiritual optimism about humanity and the natural world.
  • D. High Hopes
    "High Hopes" is a 2014 studio album by American rock musician Bruce Springsteen that features reinterpretations of older material, covers, and outtakes, prominently including contributions from guitarist Tom Morello.
  • E. The Salvation
    The Salvation is a 2014 Danish-directed Western film starring Mads Mikkelsen as a settler seeking revenge in the American frontier.
  • 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: Hope and Suffering
Triple: [Desmond Tutu, wrote, Hope and Suffering]
Generated description
Hope and Suffering is a collection of sermons and reflections by Archbishop Desmond Tutu that explores faith, justice, and resilience amid the struggle against apartheid in South Africa.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Hope and Suffering
Target entity description: Hope and Suffering is a collection of sermons and reflections by Archbishop Desmond Tutu that explores faith, justice, and resilience amid the struggle against apartheid in South Africa.
  • A. Love Is the Way: Holding on to Hope in Troubling Times
    Love Is the Way: Holding on to Hope in Troubling Times is a Christian inspirational book by Episcopal bishop Michael Curry that explores how living a life grounded in love can transform individuals and society amid contemporary challenges.
  • B. 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.
  • C. Reason for Hope: A Spiritual Journey
    Reason for Hope: A Spiritual Journey is a reflective memoir by primatologist Jane Goodall that intertwines her life story, scientific work, and enduring spiritual optimism about humanity and the natural world.
  • D. High Hopes
    "High Hopes" is a 2014 studio album by American rock musician Bruce Springsteen that features reinterpretations of older material, covers, and outtakes, prominently including contributions from guitarist Tom Morello.
  • E. The Salvation
    The Salvation is a 2014 Danish-directed Western film starring Mads Mikkelsen as a settler seeking revenge in the American frontier.
  • 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_69a2e84a0d08819087e01863fcd9abf1 completed Feb. 28, 2026, 1:06 p.m.
NER Named-entity recognition batch_69a2f19d81d48190bd65a02059fc8473 completed Feb. 28, 2026, 1:46 p.m.
NED1 Entity disambiguation (via context triple) batch_69a4a42d1a348190abc23d22bda5d9a2 completed March 1, 2026, 8:40 p.m.
NEDg Description generation batch_69a4a4a83cb48190a5d80557c5573ab2 completed March 1, 2026, 8:42 p.m.
NED2 Entity disambiguation (via description) batch_69a4a52e4ae081909f880462479fc51f completed March 1, 2026, 8:44 p.m.
Created at: Feb. 28, 2026, 1:12 p.m.