Triple

T4282135
Position Surface form Disambiguated ID Type / Status
Subject John H. Brockman E97175 entity
Predicate notableWork P4 FINISHED
Object This Will Change Everything (as editor)
This Will Change Everything is a science and ideas anthology edited by John H. Brockman that gathers leading thinkers’ predictions about transformative future developments.
 E426310 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: This Will Change Everything (as editor) | Statement: [John H. Brockman, notableWork, This Will Change Everything (as editor)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: This Will Change Everything (as editor)
Context triple: [John H. Brockman, notableWork, This Will Change Everything (as editor)]
  • A. This Changes Everything
    "This Changes Everything" is a 2015 documentary film directed by Avi Lewis that explores the intersection of climate change, capitalism, and social justice, inspired by Naomi Klein’s book of the same name.
  • B. This Changes Everything
    This Changes Everything is a non-fiction book by Naomi Klein that argues climate change is an urgent crisis rooted in capitalism and calls for transformative economic and political change.
  • C. A World Transformed
    A World Transformed is a political memoir and foreign policy analysis co-written by former U.S. National Security Advisor Brent Scowcroft that examines major global events at the end of the Cold War and during the Gulf War.
  • D. Reconsider Everything
    "Reconsider Everything" is a song by the progressive rock band Evolver.
  • E. Change the World
    "Change the World" is a Grammy-winning soft rock song popularized by Eric Clapton, known for its smooth acoustic style and heartfelt lyrics.
  • 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: This Will Change Everything (as editor)
Triple: [John H. Brockman, notableWork, This Will Change Everything (as editor)]
Generated description
This Will Change Everything is a science and ideas anthology edited by John H. Brockman that gathers leading thinkers’ predictions about transformative future developments.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: This Will Change Everything (as editor)
Target entity description: This Will Change Everything is a science and ideas anthology edited by John H. Brockman that gathers leading thinkers’ predictions about transformative future developments.
  • A. This Changes Everything
    "This Changes Everything" is a 2015 documentary film directed by Avi Lewis that explores the intersection of climate change, capitalism, and social justice, inspired by Naomi Klein’s book of the same name.
  • B. This Changes Everything
    This Changes Everything is a non-fiction book by Naomi Klein that argues climate change is an urgent crisis rooted in capitalism and calls for transformative economic and political change.
  • C. A World Transformed
    A World Transformed is a political memoir and foreign policy analysis co-written by former U.S. National Security Advisor Brent Scowcroft that examines major global events at the end of the Cold War and during the Gulf War.
  • D. Reconsider Everything
    "Reconsider Everything" is a song by the progressive rock band Evolver.
  • E. Change the World
    "Change the World" is a Grammy-winning soft rock song popularized by Eric Clapton, known for its smooth acoustic style and heartfelt lyrics.
  • 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_69b34544be3c819084d1ab82d29f90c5 completed March 12, 2026, 10:59 p.m.
NER Named-entity recognition batch_69b3503938f481909505e0a322dd2b6c completed March 12, 2026, 11:46 p.m.
NED1 Entity disambiguation (via context triple) batch_69b5b7bec1a88190bd36ed6d48e1c94e completed March 14, 2026, 7:32 p.m.
NEDg Description generation batch_69b5b870a66c8190a59bfc0e99234596 completed March 14, 2026, 7:35 p.m.
NED2 Entity disambiguation (via description) batch_69b5b908fad88190846278c782a10cdb completed March 14, 2026, 7:37 p.m.
Created at: March 12, 2026, 11:07 p.m.