Triple

T16280491
Position Surface form Disambiguated ID Type / Status
Subject American Mathematical Society publications E395249 entity
Predicate hasBookSeries P42145 FINISHED
Object Graduate Studies in Mathematics
Graduate Studies in Mathematics is a prominent American Mathematical Society book series that publishes advanced graduate-level textbooks and monographs across a wide range of mathematical disciplines.
E1203517 NE FINISHED

How this triple was built (5 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: Graduate Studies in Mathematics | Statement: [American Mathematical Society publications, hasBookSeries, Graduate Studies in Mathematics]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Graduate Studies in Mathematics
Context triple: [American Mathematical Society publications, hasBookSeries, Graduate Studies in Mathematics]
  • A. Graduate Texts in Mathematics
    Graduate Texts in Mathematics is a renowned series of advanced mathematics textbooks published by Springer, widely used for graduate-level study and reference across many areas of pure and applied mathematics.
  • B. Graduate School of Mathematics
    The Graduate School of Mathematics at Kyushu University is an advanced academic and research institution dedicated to higher education and scholarly work in mathematical sciences.
  • C. Graduate School of Mathematics
    The Graduate School of Mathematics at Nagoya University is an advanced academic and research institution dedicated to graduate-level education and cutting-edge research in mathematical sciences.
  • D. Integrated PhD in Mathematical Sciences
    The Integrated PhD in Mathematical Sciences is a rigorous, research-oriented program that combines master’s and doctoral studies in mathematics and related areas, designed to train students from an early stage for advanced research careers.
  • E. Master of Science in Mathematics
    The Master of Science in Mathematics is a graduate-level degree focused on advanced theoretical and applied mathematics, preparing students for research, academic, or quantitative professional careers.
  • 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: Graduate Studies in Mathematics
Triple: [American Mathematical Society publications, hasBookSeries, Graduate Studies in Mathematics]
Generated description
Graduate Studies in Mathematics is a prominent American Mathematical Society book series that publishes advanced graduate-level textbooks and monographs across a wide range of mathematical disciplines.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Graduate Studies in Mathematics
Target entity description: Graduate Studies in Mathematics is a prominent American Mathematical Society book series that publishes advanced graduate-level textbooks and monographs across a wide range of mathematical disciplines.
  • A. Graduate Texts in Mathematics
    Graduate Texts in Mathematics is a renowned series of advanced mathematics textbooks published by Springer, widely used for graduate-level study and reference across many areas of pure and applied mathematics.
  • B. Graduate School of Mathematics
    The Graduate School of Mathematics at Kyushu University is an advanced academic and research institution dedicated to higher education and scholarly work in mathematical sciences.
  • C. Graduate School of Mathematics
    The Graduate School of Mathematics at Nagoya University is an advanced academic and research institution dedicated to graduate-level education and cutting-edge research in mathematical sciences.
  • D. Integrated PhD in Mathematical Sciences
    The Integrated PhD in Mathematical Sciences is a rigorous, research-oriented program that combines master’s and doctoral studies in mathematics and related areas, designed to train students from an early stage for advanced research careers.
  • E. Master of Science in Mathematics
    The Master of Science in Mathematics is a graduate-level degree focused on advanced theoretical and applied mathematics, preparing students for research, academic, or quantitative professional careers.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: hasBookSeries
Context triple: [American Mathematical Society publications, hasBookSeries, Graduate Studies in Mathematics]
  • A. hasPublicationSeries chosen
    Indicates that an entity is part of, or associated with, a particular publication series.
  • B. hasComicSeries
    Indicates that one entity is the comic series to which another entity belongs or with which it is associated.
  • C. seriesAuthor
    Indicates that an entity is the author or primary creator of a series (such as a book, comic, or media series).
  • D. literarySeries
    Indicates that one work is part of, or belongs to, a larger literary series that connects multiple related works.
  • E. literarySeriesType
    Indicates the specific kind or category of a literary series that an entity belongs to or is characterized as.
  • F. None of above.

Provenance (6 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_69d87f22c7248190a54c949738441e2e completed April 10, 2026, 4:40 a.m.
NER Named-entity recognition batch_69e24611926c81909b276ca3f406f15d completed April 17, 2026, 2:39 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0017c48e5c8190a387a4158362417a completed May 10, 2026, 5:29 a.m.
NEDg Description generation batch_6a0018be4b8c8190b68001465b9af949 completed May 10, 2026, 5:33 a.m.
NED2 Entity disambiguation (via description) batch_6a00198af20c819087cfa7d01b3afdec completed May 10, 2026, 5:37 a.m.
PD Predicate disambiguation batch_69e219f68d308190b71c1601303f0628 completed April 17, 2026, 11:31 a.m.
Created at: April 10, 2026, 5:05 a.m.