Triple

T4277244
Position Surface form Disambiguated ID Type / Status
Subject SVC E97071 entity
Predicate optimizationSolver P55161 FINISHED
Object libsvm
libsvm is a widely used open-source library that implements Support Vector Machines for classification, regression, and related machine learning tasks.
E426672 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: libsvm | Statement: [SVC, optimizationSolver, libsvm]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: libsvm
Context triple: [SVC, optimizationSolver, libsvm]
  • A. scikit-learn
    scikit-learn is a widely used open-source Python library that provides efficient tools for data mining, data analysis, and implementing a broad range of machine learning algorithms.
  • B. LogisticRegression
    LogisticRegression is a scikit-learn machine learning estimator that models the probability of class membership using a linear decision boundary with logistic (sigmoid) or related link functions.
  • C. 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.
  • D. LFD
    LFD is the National Rail station code for Lingfield railway station in Surrey, England.
  • E. ML
    ML is the postcode area in central Scotland that covers Motherwell and surrounding towns.
  • 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: libsvm
Triple: [SVC, optimizationSolver, libsvm]
Generated description
libsvm is a widely used open-source library that implements Support Vector Machines for classification, regression, and related machine learning tasks.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: libsvm
Target entity description: libsvm is a widely used open-source library that implements Support Vector Machines for classification, regression, and related machine learning tasks.
  • A. scikit-learn
    scikit-learn is a widely used open-source Python library that provides efficient tools for data mining, data analysis, and implementing a broad range of machine learning algorithms.
  • B. LogisticRegression
    LogisticRegression is a scikit-learn machine learning estimator that models the probability of class membership using a linear decision boundary with logistic (sigmoid) or related link functions.
  • C. 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.
  • D. LFD
    LFD is the National Rail station code for Lingfield railway station in Surrey, England.
  • E. ML
    ML is the postcode area in central Scotland that covers Motherwell and surrounding towns.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: optimizationSolver
Context triple: [SVC, optimizationSolver, libsvm]
  • A. optimizationType
    Indicates the specific strategy or method used to improve performance or efficiency within a given process or system.
  • B. optimizationTarget
    Indicates that one entity is the goal or objective that another entity is trying to improve, optimize, or make more efficient.
  • C. typeOfOptimality
    Indicates that one entity specifies the particular notion or criterion of optimality that characterizes another entity’s optimal status or solution.
  • D. optimize
    Indicates improving a process, system, or outcome to achieve the best possible performance or efficiency under given constraints.
  • E. solutionType
    Indicates the specific category or kind of solution associated with an entity or problem.
  • F. None of above. chosen

Provenance (7 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_69b34544be3c819084d1ab82d29f90c5 completed March 12, 2026, 10:59 p.m.
NER Named-entity recognition batch_69b3501ef1388190b0c968b069014a59 completed March 12, 2026, 11:45 p.m.
NED1 Entity disambiguation (via context triple) batch_69b5b7b3b52c8190ae7c05448faf5558 completed March 14, 2026, 7:32 p.m.
NEDg Description generation batch_69b5b95083088190b0c993fa2fbc954c completed March 14, 2026, 7:38 p.m.
NED2 Entity disambiguation (via description) batch_69b5b9b8afcc8190822cfd560d064590 completed March 14, 2026, 7:40 p.m.
PD Predicate disambiguation batch_69b347faa45481908c19c29fb906dc92 completed March 12, 2026, 11:10 p.m.
PDg Predicate description generation batch_69b34e0606488190baadf469a1afc3c2 completed March 12, 2026, 11:36 p.m.
Created at: March 12, 2026, 11:07 p.m.