Triple

T7600440
Position Surface form Disambiguated ID Type / Status
Subject Murray R. Spiegel E179968 entity
Predicate notableWork P4 FINISHED
Object Schaum's Outline of Probability and Statistics E674674 NE FINISHED

How this triple was built (2 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: Schaum's Outline of Probability and Statistics | Statement: [Murray R. Spiegel, notableWork, Schaum's Outline of Probability and Statistics]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Schaum's Outline of Probability and Statistics
Context triple: [Murray R. Spiegel, notableWork, Schaum's Outline of Probability and Statistics]
  • A. Schaum's Outline of Statistics chosen
    Schaum's Outline of Statistics is a widely used study guide that provides concise explanations, solved problems, and practice exercises to help students learn and review fundamental statistics concepts.
  • B. The Art of Probability for Scientists and Engineers
    The Art of Probability for Scientists and Engineers is a textbook by mathematician Richard W. Hamming that presents probability theory with an emphasis on practical applications in science and engineering.
  • C. Modern Probability Theory and Its Applications
    "Modern Probability Theory and Its Applications" is a foundational textbook by Emanuel Parzen that systematically develops modern probability theory and demonstrates its use in a wide range of statistical and applied contexts.
  • D. Schaum's Outline series in mathematics
    Schaum's Outline series in mathematics is a popular collection of supplementary textbooks that provide concise explanations, numerous solved problems, and practice exercises to help students master mathematical concepts.
  • E. Schaum's Outline of Mathematical Handbook of Formulas and Tables
    Schaum's Outline of Mathematical Handbook of Formulas and Tables is a widely used reference book that compiles essential mathematical formulas, tables, and concepts for students and professionals across various fields.
  • F. None of above.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.

Provenance (3 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_69c69f3487ec8190bf7acdf2dd91e6d6 completed March 27, 2026, 3:16 p.m.
NER Named-entity recognition batch_69c6f9d9c55c8190841f3bf3225c096a completed March 27, 2026, 9:42 p.m.
NED1 Entity disambiguation (via context triple) batch_69c86846192c81909154e6cf60b21157 completed March 28, 2026, 11:46 p.m.
Created at: March 27, 2026, 3:53 p.m.