Triple

T17561672
Position Surface form Disambiguated ID Type / Status
Subject XGBoost E427706 entity
Predicate supportsDataFormat P8463 FINISHED
Object DMatrix
DMatrix is XGBoost’s optimized internal data structure for storing and accessing training data efficiently during model training and prediction.
 E1275630 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: DMatrix | Statement: [XGBoost, supportsDataFormat, DMatrix]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: DMatrix
Context triple: [XGBoost, supportsDataFormat, DMatrix]
  • A. AbstractMatrix
    AbstractMatrix is a core Julia type that defines the generic interface and behavior for all two-dimensional array and matrix-like structures in the LinearAlgebra ecosystem.
  • B. MPSMatrix
    MPSMatrix is a Metal Performance Shaders class that represents and accelerates high-performance matrix computations on Apple GPUs.
  • C. SparseMatrixCSC
    SparseMatrixCSC is a Julia data type representing sparse matrices stored in compressed sparse column (CSC) format for efficient memory use and linear algebra operations.
  • D. Matrix
    Matrix is a professional haircare and hair color brand widely used in salons and owned by the cosmetics company L'Oréal.
  • E. Matrix
    The Matrix is a vast, sentient data repository and virtual reality construct on Gallifrey that stores the knowledge, memories, and consciousness of Time Lords in the Doctor Who universe.
  • 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: DMatrix
Triple: [XGBoost, supportsDataFormat, DMatrix]
Generated description
DMatrix is XGBoost’s optimized internal data structure for storing and accessing training data efficiently during model training and prediction.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: DMatrix
Target entity description: DMatrix is XGBoost’s optimized internal data structure for storing and accessing training data efficiently during model training and prediction.
  • A. AbstractMatrix
    AbstractMatrix is a core Julia type that defines the generic interface and behavior for all two-dimensional array and matrix-like structures in the LinearAlgebra ecosystem.
  • B. MPSMatrix
    MPSMatrix is a Metal Performance Shaders class that represents and accelerates high-performance matrix computations on Apple GPUs.
  • C. SparseMatrixCSC
    SparseMatrixCSC is a Julia data type representing sparse matrices stored in compressed sparse column (CSC) format for efficient memory use and linear algebra operations.
  • D. Matrix
    Matrix is a professional haircare and hair color brand widely used in salons and owned by the cosmetics company L'Oréal.
  • E. Matrix
    The Matrix is a vast, sentient data repository and virtual reality construct on Gallifrey that stores the knowledge, memories, and consciousness of Time Lords in the Doctor Who universe.
  • 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_69d889e0385081908a04b66f4dd4bd0d completed April 10, 2026, 5:25 a.m.
NER Named-entity recognition batch_69e456274c888190ac80402e391674dd completed April 19, 2026, 4:12 a.m.
NED1 Entity disambiguation (via context triple) batch_6a01d29694a8819095351b929cfaf324 completed May 11, 2026, 12:59 p.m.
NEDg Description generation batch_6a01d4436b448190bff8710eac0ce569 completed May 11, 2026, 1:06 p.m.
NED2 Entity disambiguation (via description) batch_6a01d49cb9c081908b07b87ec3b2a133 completed May 11, 2026, 1:07 p.m.
Created at: April 10, 2026, 5:50 a.m.