Triple

T4177674
Position Surface form Disambiguated ID Type / Status
Subject Amory B. Lovins E86515 entity
Predicate notableWork P4 FINISHED
Object Factor Four
Factor Four is an influential environmental and energy-efficiency book co-authored by Amory B. Lovins that argues humanity can double wealth while halving resource use through smarter technologies and design.
 E419394 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: Factor Four | Statement: [Amory B. Lovins, notableWork, Factor Four]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Factor Four
Context triple: [Amory B. Lovins, notableWork, Factor Four]
  • A. Star Four
    Star Four was an early 20th-century American automobile model produced by Durant Motors as part of its lineup of affordable cars.
  • B. Morphosis
    Morphosis is an innovative American architecture firm known for its bold, fragmented forms and experimental, deconstructivist designs.
  • C. Lakehouse
    "Lakehouse" is a song by the Icelandic indie folk/pop band Of Monsters and Men, known for its atmospheric sound and emotive storytelling.
  • D. Clearpoint
    Clearpoint is a popular line of Paper Mate mechanical pencils known for their side-click advance mechanism and comfortable, ergonomic design.
  • E. New Quad
    New Quad is one of the main quadrangles of The Queen's College, Oxford, known for its collegiate architecture and central role in college life.
  • 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: Factor Four
Triple: [Amory B. Lovins, notableWork, Factor Four]
Generated description
Factor Four is an influential environmental and energy-efficiency book co-authored by Amory B. Lovins that argues humanity can double wealth while halving resource use through smarter technologies and design.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Factor Four
Target entity description: Factor Four is an influential environmental and energy-efficiency book co-authored by Amory B. Lovins that argues humanity can double wealth while halving resource use through smarter technologies and design.
  • A. Star Four
    Star Four was an early 20th-century American automobile model produced by Durant Motors as part of its lineup of affordable cars.
  • B. Morphosis
    Morphosis is an innovative American architecture firm known for its bold, fragmented forms and experimental, deconstructivist designs.
  • C. Lakehouse
    "Lakehouse" is a song by the Icelandic indie folk/pop band Of Monsters and Men, known for its atmospheric sound and emotive storytelling.
  • D. Clearpoint
    Clearpoint is a popular line of Paper Mate mechanical pencils known for their side-click advance mechanism and comfortable, ergonomic design.
  • E. New Quad
    New Quad is one of the main quadrangles of The Queen's College, Oxford, known for its collegiate architecture and central role in college life.
  • 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_69aed93de98c8190ad838ce507b77c8a completed March 9, 2026, 2:29 p.m.
NER Named-entity recognition batch_69af02ec20fc8190b6f30576337e0ddc completed March 9, 2026, 5:27 p.m.
NED1 Entity disambiguation (via context triple) batch_69b589f2d7988190b59f0f119f66c046 completed March 14, 2026, 4:16 p.m.
NEDg Description generation batch_69b58b22a1d88190a16e1c1e41291f5a completed March 14, 2026, 4:21 p.m.
NED2 Entity disambiguation (via description) batch_69b58b8bfb288190a097942b5b8c366e completed March 14, 2026, 4:23 p.m.
Created at: March 9, 2026, 3:45 p.m.