Triple
T2620131
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | David E. Lilienthal |
E58986
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
Change, Hope, and the Bomb
"Change, Hope, and the Bomb" is a book by David E. Lilienthal that reflects on the challenges and possibilities of the atomic age, particularly regarding nuclear energy and international control of atomic weapons.
|
E284040
|
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: Change, Hope, and the Bomb | Statement: [David E. Lilienthal, notableWork, Change, Hope, and the Bomb]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Change, Hope, and the Bomb Context triple: [David E. Lilienthal, notableWork, Change, Hope, and the Bomb]
-
A.
A Safer World and a More Hopeful America
"A Safer World and a More Hopeful America" was the central re-election slogan used by George W. Bush in his 2004 U.S. presidential campaign, emphasizing national security and optimism about the country’s future.
-
B.
How to Dismantle an Atomic Bomb
How to Dismantle an Atomic Bomb is a 2004 rock album by Irish band U2, known for its anthemic sound and hit singles like "Vertigo" and "Sometimes You Can't Make It on Your Own."
-
C.
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.
-
D.
The Age of Deception: Nuclear Diplomacy in Treacherous Times
The Age of Deception: Nuclear Diplomacy in Treacherous Times is a memoir and analysis by former IAEA director Mohamed ElBaradei that examines global nuclear politics, diplomatic crises, and the misuse of intelligence in the post–Cold War era.
-
E.
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.
- 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: Change, Hope, and the Bomb Triple: [David E. Lilienthal, notableWork, Change, Hope, and the Bomb]
Generated description
"Change, Hope, and the Bomb" is a book by David E. Lilienthal that reflects on the challenges and possibilities of the atomic age, particularly regarding nuclear energy and international control of atomic weapons.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Change, Hope, and the Bomb Target entity description: "Change, Hope, and the Bomb" is a book by David E. Lilienthal that reflects on the challenges and possibilities of the atomic age, particularly regarding nuclear energy and international control of atomic weapons.
-
A.
A Safer World and a More Hopeful America
"A Safer World and a More Hopeful America" was the central re-election slogan used by George W. Bush in his 2004 U.S. presidential campaign, emphasizing national security and optimism about the country’s future.
-
B.
How to Dismantle an Atomic Bomb
How to Dismantle an Atomic Bomb is a 2004 rock album by Irish band U2, known for its anthemic sound and hit singles like "Vertigo" and "Sometimes You Can't Make It on Your Own."
-
C.
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.
-
D.
The Age of Deception: Nuclear Diplomacy in Treacherous Times
The Age of Deception: Nuclear Diplomacy in Treacherous Times is a memoir and analysis by former IAEA director Mohamed ElBaradei that examines global nuclear politics, diplomatic crises, and the misuse of intelligence in the post–Cold War era.
-
E.
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.
- 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_69ab4ac444dc819099614e534dd6021f |
completed | March 6, 2026, 9:44 p.m. |
| NER | Named-entity recognition | batch_69abd897acb481909a976b70304cc30e |
completed | March 7, 2026, 7:49 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69af908ec0cc8190ab8feb8f237eac4b |
completed | March 10, 2026, 3:31 a.m. |
| NEDg | Description generation | batch_69af91a3b4588190acfb360dac6e5ce0 |
completed | March 10, 2026, 3:36 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69af920b7fcc8190b5a34c7c626a1c5d |
completed | March 10, 2026, 3:37 a.m. |
Created at: March 6, 2026, 9:50 p.m.