Triple
T14393295
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Rakesh Agrawal |
E356896
|
entity |
| Predicate | knownFor |
P22
|
FINISHED |
| Object |
Apriori algorithm
The Apriori algorithm is a classic data mining method used to discover frequent itemsets and association rules in large transactional databases.
|
E1096516
|
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: Apriori algorithm | Statement: [Rakesh Agrawal, knownFor, Apriori algorithm]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Apriori algorithm Context triple: [Rakesh Agrawal, knownFor, Apriori algorithm]
-
A.
Data Mining: Concepts and Techniques
Data Mining: Concepts and Techniques is a widely used academic textbook that systematically introduces the principles, algorithms, and practical methods of data mining and knowledge discovery from large datasets.
-
B.
Apache Mahout
Apache Mahout is an open-source machine learning library designed to build scalable algorithms for clustering, classification, and recommendation on large datasets, often leveraging big data platforms.
-
C.
IBM SPSS Modeler
IBM SPSS Modeler is a visual data science and machine learning tool that enables users to build, test, and deploy predictive models without extensive programming.
-
D.
The Algorithm
"The Algorithm" is a track from Ludwig Göransson's score for the 2020 science-fiction thriller film *Tenet*, known for its complex, time-bending musical structure that mirrors the movie’s inversion themes.
-
E.
Baum–Welch algorithm
The Baum–Welch algorithm is an expectation-maximization method used to train the parameters of hidden Markov models from observed data.
- 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: Apriori algorithm Triple: [Rakesh Agrawal, knownFor, Apriori algorithm]
Generated description
The Apriori algorithm is a classic data mining method used to discover frequent itemsets and association rules in large transactional databases.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Apriori algorithm Target entity description: The Apriori algorithm is a classic data mining method used to discover frequent itemsets and association rules in large transactional databases.
-
A.
Data Mining: Concepts and Techniques
Data Mining: Concepts and Techniques is a widely used academic textbook that systematically introduces the principles, algorithms, and practical methods of data mining and knowledge discovery from large datasets.
-
B.
Apache Mahout
Apache Mahout is an open-source machine learning library designed to build scalable algorithms for clustering, classification, and recommendation on large datasets, often leveraging big data platforms.
-
C.
IBM SPSS Modeler
IBM SPSS Modeler is a visual data science and machine learning tool that enables users to build, test, and deploy predictive models without extensive programming.
-
D.
The Algorithm
"The Algorithm" is a track from Ludwig Göransson's score for the 2020 science-fiction thriller film *Tenet*, known for its complex, time-bending musical structure that mirrors the movie’s inversion themes.
-
E.
Baum–Welch algorithm
The Baum–Welch algorithm is an expectation-maximization method used to train the parameters of hidden Markov models from observed data.
- 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_69d827927c988190ad98bb0360981783 |
completed | April 9, 2026, 10:26 p.m. |
| NER | Named-entity recognition | batch_69de902b9acc8190817ffa848a76a880 |
completed | April 14, 2026, 7:06 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69fd551b006c8190b84449f2e2b59b62 |
completed | May 8, 2026, 3:14 a.m. |
| NEDg | Description generation | batch_69fd55d90ed08190b6a0184715f39ff4 |
completed | May 8, 2026, 3:17 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69fd565d32fc8190acc1e733537a23cb |
completed | May 8, 2026, 3:19 a.m. |
Created at: April 10, 2026, 1:16 a.m.