Triple

T3304515
Position Surface form Disambiguated ID Type / Status
Subject The Logic of Scientific Discovery E69414 entity
Predicate publisher P29 FINISHED
Object Julius Springer
Julius Springer was a prominent German publisher and founder of the Springer-Verlag publishing house, known for influential works in science and academia.
E347723 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: Julius Springer | Statement: [The Logic of Scientific Discovery, publisher, Julius Springer]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Julius Springer
Context triple: [The Logic of Scientific Discovery, publisher, Julius Springer]
  • A. B. G. Teubner
    B. G. Teubner was a prominent German publisher and founder of the Teubner publishing house, renowned for its influential scientific and mathematical works.
  • B. Johann Anton Leisewitz
    Johann Anton Leisewitz was an 18th-century German dramatist associated with the Sturm und Drang movement, best known for his influential tragedy "Julius of Tarent."
  • C. Gerhard Doerfer
    Gerhard Doerfer was a German linguist renowned for his critical work on Turkic and other Central Asian languages and for his influential rejection of the proposed Altaic language family.
  • D. Johann Ambrosius Barth
    Johann Ambrosius Barth was a German publishing house renowned for issuing influential scientific and academic works, including leading physics journals.
  • E. Johann Hünnemann
    Johann Hünnemann was a person honored in botanical nomenclature as the namesake of the plant genus Hunnemannia.
  • 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: Julius Springer
Triple: [The Logic of Scientific Discovery, publisher, Julius Springer]
Generated description
Julius Springer was a prominent German publisher and founder of the Springer-Verlag publishing house, known for influential works in science and academia.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Julius Springer
Target entity description: Julius Springer was a prominent German publisher and founder of the Springer-Verlag publishing house, known for influential works in science and academia.
  • A. B. G. Teubner
    B. G. Teubner was a prominent German publisher and founder of the Teubner publishing house, renowned for its influential scientific and mathematical works.
  • B. Johann Anton Leisewitz
    Johann Anton Leisewitz was an 18th-century German dramatist associated with the Sturm und Drang movement, best known for his influential tragedy "Julius of Tarent."
  • C. Gerhard Doerfer
    Gerhard Doerfer was a German linguist renowned for his critical work on Turkic and other Central Asian languages and for his influential rejection of the proposed Altaic language family.
  • D. Johann Ambrosius Barth
    Johann Ambrosius Barth was a German publishing house renowned for issuing influential scientific and academic works, including leading physics journals.
  • E. Johann Hünnemann
    Johann Hünnemann was a person honored in botanical nomenclature as the namesake of the plant genus Hunnemannia.
  • 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_69ad859f218081909458d2cebbf57565 completed March 8, 2026, 2:20 p.m.
NER Named-entity recognition batch_69adb0c8179081908a2595d1fdb7560a completed March 8, 2026, 5:24 p.m.
NED1 Entity disambiguation (via context triple) batch_69b2f3e383088190a056ca793ebf4ffe completed March 12, 2026, 5:12 p.m.
NEDg Description generation batch_69b2f9fb060881909dd940c69cf4a12e completed March 12, 2026, 5:38 p.m.
NED2 Entity disambiguation (via description) batch_69b3137bf988819080cef6c1946ec622 completed March 12, 2026, 7:26 p.m.
Created at: March 8, 2026, 3:11 p.m.