Triple
T9931760
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Neal Koblitz |
E192662
|
entity |
| Predicate | authorOf |
P4244
|
FINISHED |
| Object |
Mathematical Ramblings
Mathematical Ramblings is a collection of essays by mathematician Neal Koblitz, reflecting on mathematical ideas, history, and culture in an accessible, often personal style.
|
E831068
|
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: Mathematical Ramblings | Statement: [Neal Koblitz, authorOf, Mathematical Ramblings]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Mathematical Ramblings Context triple: [Neal Koblitz, authorOf, Mathematical Ramblings]
-
A.
Mathematics
"Mathematics" is a politically charged hip-hop track by Mos Def that critiques social injustice, systemic inequality, and the statistical realities of urban life.
-
B.
Dialogues on Mathematics
Dialogues on Mathematics is a popular science book by Hungarian mathematician Alfréd Rényi that presents key mathematical ideas through fictional conversations.
-
C.
“A Kaleidoscope of Mathematics”
“A Kaleidoscope of Mathematics” is a prominent, lyrically mathematical theme from James Horner’s score for the film *A Beautiful Mind*, known for its delicate piano lines and shimmering orchestration.
-
D.
Mathematical Discovery
"Mathematical Discovery" is a two-volume work by George Pólya that explores the processes of mathematical problem solving and heuristic reasoning.
-
E.
Math Circles
Math Circles are collaborative, enrichment-focused mathematics programs where students and enthusiasts explore challenging problems and deep mathematical ideas in an informal, discussion-based setting.
- 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: Mathematical Ramblings Triple: [Neal Koblitz, authorOf, Mathematical Ramblings]
Generated description
Mathematical Ramblings is a collection of essays by mathematician Neal Koblitz, reflecting on mathematical ideas, history, and culture in an accessible, often personal style.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Mathematical Ramblings Target entity description: Mathematical Ramblings is a collection of essays by mathematician Neal Koblitz, reflecting on mathematical ideas, history, and culture in an accessible, often personal style.
-
A.
Mathematics
"Mathematics" is a politically charged hip-hop track by Mos Def that critiques social injustice, systemic inequality, and the statistical realities of urban life.
-
B.
Dialogues on Mathematics
Dialogues on Mathematics is a popular science book by Hungarian mathematician Alfréd Rényi that presents key mathematical ideas through fictional conversations.
-
C.
“A Kaleidoscope of Mathematics”
“A Kaleidoscope of Mathematics” is a prominent, lyrically mathematical theme from James Horner’s score for the film *A Beautiful Mind*, known for its delicate piano lines and shimmering orchestration.
-
D.
Mathematical Discovery
"Mathematical Discovery" is a two-volume work by George Pólya that explores the processes of mathematical problem solving and heuristic reasoning.
-
E.
Math Circles
Math Circles are collaborative, enrichment-focused mathematics programs where students and enthusiasts explore challenging problems and deep mathematical ideas in an informal, discussion-based setting.
- 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_69ca82dd978c8190947124ab0d3315ac |
completed | March 30, 2026, 2:04 p.m. |
| NER | Named-entity recognition | batch_69cdb5b54f348190b8e70e7beff6098a |
completed | April 2, 2026, 12:17 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69d228d1620c8190ac7125b268dd6832 |
completed | April 5, 2026, 9:18 a.m. |
| NEDg | Description generation | batch_69d22c3a6fc0819083a376736325a04e |
completed | April 5, 2026, 9:32 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69d22cabf39881908f45667751384df5 |
completed | April 5, 2026, 9:34 a.m. |
Created at: March 30, 2026, 8:43 p.m.