Triple

T4410781
Position Surface form Disambiguated ID Type / Status
Subject The Future Needs Us E94847 entity
Predicate title P38 FINISHED
Object The Future Needs Us
The Future Needs Us is a work whose title suggests a forward-looking call to action about humanity’s responsibility in shaping the future.
E438318 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: The Future Needs Us | Statement: [The Future Needs Us, title, The Future Needs Us]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Future Needs Us
Context triple: [The Future Needs Us, title, The Future Needs Us]
  • A. The Future is Yours
    "The Future is Yours" is the official motto of the United Daughters of the Confederacy, reflecting the organization’s emphasis on shaping historical memory and values for coming generations.
  • B. Love the Future
    Love the Future is the debut studio album by American indie pop band Chester French, blending catchy melodies with quirky, genre-blurring production.
  • C. The Future
    "The Future" is a 1992 studio album by Leonard Cohen that blends dark, prophetic lyrics with contemporary production to explore themes of chaos, spirituality, and societal decay.
  • D. When We Rise
    When We Rise is a television miniseries created by Dustin Lance Black that chronicles the history and struggles of the LGBTQ+ rights movement in the United States.
  • E. Profiles of the Future
    Profiles of the Future is a speculative non-fiction book by Arthur C. Clarke that explores the possibilities and implications of future scientific and technological developments.
  • 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: The Future Needs Us
Triple: [The Future Needs Us, title, The Future Needs Us]
Generated description
The Future Needs Us is a work whose title suggests a forward-looking call to action about humanity’s responsibility in shaping the future.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Future Needs Us
Target entity description: The Future Needs Us is a work whose title suggests a forward-looking call to action about humanity’s responsibility in shaping the future.
  • A. The Future is Yours
    "The Future is Yours" is the official motto of the United Daughters of the Confederacy, reflecting the organization’s emphasis on shaping historical memory and values for coming generations.
  • B. Love the Future
    Love the Future is the debut studio album by American indie pop band Chester French, blending catchy melodies with quirky, genre-blurring production.
  • C. The Future
    "The Future" is a 1992 studio album by Leonard Cohen that blends dark, prophetic lyrics with contemporary production to explore themes of chaos, spirituality, and societal decay.
  • D. When We Rise
    When We Rise is a television miniseries created by Dustin Lance Black that chronicles the history and struggles of the LGBTQ+ rights movement in the United States.
  • E. Profiles of the Future
    Profiles of the Future is a speculative non-fiction book by Arthur C. Clarke that explores the possibilities and implications of future scientific and technological developments.
  • 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_69b34539638c8190abfea3eb29425210 completed March 12, 2026, 10:59 p.m.
NER Named-entity recognition batch_69b354e4c58c8190b4190aad3095a1dd completed March 13, 2026, 12:05 a.m.
NED1 Entity disambiguation (via context triple) batch_69b5f60ea0808190a59418f7911d123d completed March 14, 2026, 11:58 p.m.
NEDg Description generation batch_69b5f9e8c7d08190b8a61ba1c4bf559a completed March 15, 2026, 12:14 a.m.
NED2 Entity disambiguation (via description) batch_69b5fa6495f881909a08b0e5b8b7decf completed March 15, 2026, 12:16 a.m.
Created at: March 12, 2026, 11:29 p.m.