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ZENODO
Software . 2026
License: CC BY
Data sources: ZENODO
ZENODO
Software . 2026
License: CC BY
Data sources: Datacite
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How much does an LLM know about my programming language?

Authors: Delgado, David; Burgueño, Lola; Clarisó, Robert;

How much does an LLM know about my programming language?

Abstract

This repository is the official artifact for the SLE 2026 paper "How much does an LLM know about my programming language?". The framework systematically evaluates LLM proficiency in a programming language using ANTLR-based syntactic analysis: it extracts keywords and grammar rules from LLM-generated code and measures how much of the language's vocabulary and structure a model actually uses — even in code that fails to compile. Key features: Granular metrics: Measures Keyword/Rule Coverage and Production Validity. Partial knowledge capture: Analyzes syntactically invalid code to identify where a model's knowledge fails. Extensible: Designed to work with any language that has an ANTLR grammar. Automatic reporting: Generates a complete language coverage report as a Jupyter Notebook.

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    selected citations
    These citations are derived from selected sources.
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    0
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Average
Powered by OpenAIRE graph
Found an issue? Give us feedback
selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average