Triple

T1804799
Position Surface form Disambiguated ID Type / Status
Subject Robert Silverberg E40196 entity
Predicate notableWork P4 FINISHED
Object A Time of Changes
A Time of Changes is a science fiction novel by Robert Silverberg that explores themes of identity, emotional repression, and social taboo in a distant future society.
E201082 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: A Time of Changes | Statement: [Robert Silverberg, notableWork, A Time of Changes]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: A Time of Changes
Context triple: [Robert Silverberg, notableWork, A Time of Changes]
  • A. A Time to Heal
    A Time to Heal is the memoir of U.S. President Gerald R. Ford, reflecting on his presidency and his controversial decision to pardon Richard Nixon after the Watergate scandal.
  • B. Things Done Changed
    "Things Done Changed" is the reflective opening track on The Notorious B.I.G.'s debut album, contrasting his harsh past experiences with his newfound success and the changing realities of street life.
  • C. A Time to Love
    A Time to Love is a 2005 studio album by Stevie Wonder that blends soul, R&B, and socially conscious themes, featuring collaborations with artists like India.Arie and Prince.
  • D. Everything Changes
    "Everything Changes" is a hit pop song by British boy band Take That, released in 1994 as the title track from their second studio album.
  • E. In Our Time
    "In Our Time" is the English title of the 1965 Second Vatican Council declaration *Nostra Aetate*, which transformed the Catholic Church’s relations with non-Christian religions, especially Judaism.
  • 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: A Time of Changes
Triple: [Robert Silverberg, notableWork, A Time of Changes]
Generated description
A Time of Changes is a science fiction novel by Robert Silverberg that explores themes of identity, emotional repression, and social taboo in a distant future society.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: A Time of Changes
Target entity description: A Time of Changes is a science fiction novel by Robert Silverberg that explores themes of identity, emotional repression, and social taboo in a distant future society.
  • A. A Time to Heal
    A Time to Heal is the memoir of U.S. President Gerald R. Ford, reflecting on his presidency and his controversial decision to pardon Richard Nixon after the Watergate scandal.
  • B. Things Done Changed
    "Things Done Changed" is the reflective opening track on The Notorious B.I.G.'s debut album, contrasting his harsh past experiences with his newfound success and the changing realities of street life.
  • C. A Time to Love
    A Time to Love is a 2005 studio album by Stevie Wonder that blends soul, R&B, and socially conscious themes, featuring collaborations with artists like India.Arie and Prince.
  • D. Everything Changes
    "Everything Changes" is a hit pop song by British boy band Take That, released in 1994 as the title track from their second studio album.
  • E. In Our Time
    "In Our Time" is the English title of the 1965 Second Vatican Council declaration *Nostra Aetate*, which transformed the Catholic Church’s relations with non-Christian religions, especially Judaism.
  • 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_69a88643a3388190a612f2ebe1fb29e7 completed March 4, 2026, 7:21 p.m.
NER Named-entity recognition batch_69aa659648e8819085fafb60dc03f14b completed March 6, 2026, 5:26 a.m.
NED1 Entity disambiguation (via context triple) batch_69adb5df20948190943a60c209270b62 completed March 8, 2026, 5:46 p.m.
NEDg Description generation batch_69adb69c149081908b5b819c068a1ce2 completed March 8, 2026, 5:49 p.m.
NED2 Entity disambiguation (via description) batch_69adb8be528c819092a5e22b099fc2a0 completed March 8, 2026, 5:58 p.m.
Created at: March 4, 2026, 7:32 p.m.