Triple

T252118
Position Surface form Disambiguated ID Type / Status
Subject Naomi Klein E5170 entity
Predicate notableWork P4 FINISHED
Object 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.
E32250 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 Changes Everything | Statement: [Naomi Klein, notableWork, This Changes Everything]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: This Changes Everything
Context triple: [Naomi Klein, notableWork, This Changes Everything]
  • A. No One Is Too Small to Make a Difference
    No One Is Too Small to Make a Difference is a collection of speeches by climate activist Greta Thunberg that calls for urgent global action on the climate crisis.
  • B. The Climate Book
    The Climate Book is a comprehensive anthology on the climate crisis curated by activist Greta Thunberg, featuring contributions from scientists, experts, and writers explaining the causes, impacts, and solutions to global warming.
  • C. City on a Hill
    City on a Hill is an American crime drama television series set in early-1990s Boston, exploring corruption and justice through the uneasy alliance between a corrupt FBI agent and an idealistic assistant district attorney.
  • D. The City That Works
    "The City That Works" is a civic motto highlighting Portland, Oregon’s reputation for effective local governance, urban planning, and livability.
  • E. Move the World
    "Move the World" is a song featured on the album *Darkness and Light*, likely reflecting the record’s blend of soulful, socially conscious themes.
  • 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 Changes Everything
Triple: [Naomi Klein, notableWork, This Changes Everything]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: This Changes Everything
Target entity description: 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.
  • A. No One Is Too Small to Make a Difference
    No One Is Too Small to Make a Difference is a collection of speeches by climate activist Greta Thunberg that calls for urgent global action on the climate crisis.
  • B. The Climate Book
    The Climate Book is a comprehensive anthology on the climate crisis curated by activist Greta Thunberg, featuring contributions from scientists, experts, and writers explaining the causes, impacts, and solutions to global warming.
  • C. City on a Hill
    City on a Hill is an American crime drama television series set in early-1990s Boston, exploring corruption and justice through the uneasy alliance between a corrupt FBI agent and an idealistic assistant district attorney.
  • D. The City That Works
    "The City That Works" is a civic motto highlighting Portland, Oregon’s reputation for effective local governance, urban planning, and livability.
  • E. Move the World
    "Move the World" is a song featured on the album *Darkness and Light*, likely reflecting the record’s blend of soulful, socially conscious themes.
  • 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_69a257c4bf688190a46ebbf411ab7473 completed Feb. 28, 2026, 2:49 a.m.
NER Named-entity recognition batch_69a25d39eb3881909f435043c8697f13 completed Feb. 28, 2026, 3:12 a.m.
NED1 Entity disambiguation (via context triple) batch_69a37374e97c819090a8921d5c27d1ab completed Feb. 28, 2026, 11 p.m.
NEDg Description generation batch_69a37424ca448190aeb43c7922fbd1dd completed Feb. 28, 2026, 11:03 p.m.
NED2 Entity disambiguation (via description) batch_69a3747b0bf481908b197614d9f2d04c completed Feb. 28, 2026, 11:04 p.m.
Created at: Feb. 28, 2026, 2:54 a.m.