Triple

T18016685
Position Surface form Disambiguated ID Type / Status
Subject XLA E431013 entity
Predicate fullName P16 FINISHED
Object Accelerated Linear Algebra
Accelerated Linear Algebra (XLA) is a domain-specific compiler for linear algebra that optimizes and accelerates machine learning computations on hardware like GPUs and TPUs.
E1300998 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: Accelerated Linear Algebra | Statement: [XLA, fullName, Accelerated Linear Algebra]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Accelerated Linear Algebra
Context triple: [XLA, fullName, Accelerated Linear Algebra]
  • A. LinearAlgebra
    LinearAlgebra is Julia’s standard library module providing core functionality for vectors, matrices, and advanced linear algebra operations.
  • B. linear algebra
    Linear algebra is a branch of mathematics that studies vectors, vector spaces, linear transformations, and systems of linear equations, forming a foundation for many areas of science and engineering.
  • C. Linear Associative Algebra
    Linear Associative Algebra is an 1870 mathematical treatise by Benjamin Peirce that helped lay foundational concepts for the modern theory of associative algebras and abstract algebra.
  • D. A Shorter Course in Algebra
    A Shorter Course in Algebra is a concise algebra textbook authored by Confederate general and educator D. H. Hill for use in 19th-century American schools.
  • E. Linear Differential Equations and Their Applications
    "Linear Differential Equations and Their Applications" is a classic mathematical text by Maxime Bôcher that systematically develops the theory of linear differential equations and demonstrates their use in solving applied problems.
  • 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: Accelerated Linear Algebra
Triple: [XLA, fullName, Accelerated Linear Algebra]
Generated description
Accelerated Linear Algebra (XLA) is a domain-specific compiler for linear algebra that optimizes and accelerates machine learning computations on hardware like GPUs and TPUs.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Accelerated Linear Algebra
Target entity description: Accelerated Linear Algebra (XLA) is a domain-specific compiler for linear algebra that optimizes and accelerates machine learning computations on hardware like GPUs and TPUs.
  • A. LinearAlgebra
    LinearAlgebra is Julia’s standard library module providing core functionality for vectors, matrices, and advanced linear algebra operations.
  • B. linear algebra
    Linear algebra is a branch of mathematics that studies vectors, vector spaces, linear transformations, and systems of linear equations, forming a foundation for many areas of science and engineering.
  • C. Linear Associative Algebra
    Linear Associative Algebra is an 1870 mathematical treatise by Benjamin Peirce that helped lay foundational concepts for the modern theory of associative algebras and abstract algebra.
  • D. A Shorter Course in Algebra
    A Shorter Course in Algebra is a concise algebra textbook authored by Confederate general and educator D. H. Hill for use in 19th-century American schools.
  • E. Linear Differential Equations and Their Applications
    "Linear Differential Equations and Their Applications" is a classic mathematical text by Maxime Bôcher that systematically develops the theory of linear differential equations and demonstrates their use in solving applied problems.
  • 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_69d8b904530081908bf341d842464856 completed April 10, 2026, 8:47 a.m.
NER Named-entity recognition batch_69e4b9be5d0c819097e006f32d98753a completed April 19, 2026, 11:17 a.m.
NED1 Entity disambiguation (via context triple) batch_6a034324daec8190a9bbec1ad80c70f9 completed May 12, 2026, 3:11 p.m.
NEDg Description generation batch_6a0343dc91688190ae8e2f051cefef85 completed May 12, 2026, 3:14 p.m.
NED2 Entity disambiguation (via description) batch_6a0344b6f4e081908ff2fbc7bfa4c4e1 completed May 12, 2026, 3:18 p.m.
Created at: April 10, 2026, 10:24 a.m.