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Étienne Simon

2 accepted papers

2025

Systematic Generalization in Language Models Scales with Information Entropy

ACL 2025finding

Systematic generalization remains challenging for current language models, which are known to be both sensitive to semantically similar permutations of the input and to struggle with known concepts presented in novel contexts. Although benchmarks exist for assessing compositional behavior, it is unc…

Cited by 3SourcePDFScholar
2024

Compositional Generalization with Grounded Language Models

ACL 2024findings

Grounded language models use external sources of information, such as knowledge graphs, to meet some of the general challenges associated with pre-training. By extending previous work on compositional generalization in semantic parsing, we allow for a controlled evaluation of the degree to which the…