Triple
T9635232
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Jon Bentley |
E232910
|
entity |
| Predicate | primaryTopicOf |
P12980
|
FINISHED |
| Object | Programming Pearls series |
E32706
|
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: Programming Pearls series | Statement: [Jon Bentley, primaryTopicOf, Programming Pearls series]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Programming Pearls series Context triple: [Jon Bentley, primaryTopicOf, Programming Pearls series]
-
A.
Programming Pearls
chosen
Programming Pearls is a classic computer science book by Jon Bentley that teaches practical problem-solving, algorithm design, and programming techniques through engaging essays and puzzles.
-
B.
More Programming Pearls (book)
More Programming Pearls is a follow-up collection of essays by Jon Bentley that explores practical techniques and thought processes for solving challenging programming and algorithmic problems.
-
C.
The Practice of Programming
The Practice of Programming is a widely respected book by Brian W. Kernighan and Rob Pike that teaches practical software development techniques, emphasizing clear code, debugging, testing, and performance.
-
D.
Algorithms + Data Structures = Programs
"Algorithms + Data Structures = Programs" is a classic computer science textbook by Niklaus Wirth that systematically teaches how combining appropriate data structures with algorithms leads to effective and efficient programs.
-
E.
The Art of Computer Programming
The Art of Computer Programming is Donald Knuth’s seminal multi-volume work that rigorously analyzes algorithms and data structures, widely regarded as one of the most influential and comprehensive texts in computer science.
- 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_69ca848940cc8190b97cec654cb3bb4a |
completed | March 30, 2026, 2:11 p.m. |
| NER | Named-entity recognition | batch_69cd9b2ba0308190931993c0321f6051 |
completed | April 1, 2026, 10:24 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69d1af5ea4e0819082de02bdf510eaee |
completed | April 5, 2026, 12:39 a.m. |
Created at: March 30, 2026, 8:11 p.m.