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Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer

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cs.CL 1

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2026 1

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UNVERDICTED 1

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Structural Generalization on SLOG without Hand-Written Rules

cs.CL · 2026-04-28 · unverdicted · novelty 6.0

A neural cellular automaton learns compositional rules from data alone to achieve structural generalization on the SLOG semantic parsing benchmark, reaching 67.3% accuracy and fully succeeding on 11 of 17 categories.

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  • Structural Generalization on SLOG without Hand-Written Rules cs.CL · 2026-04-28 · unverdicted · none · ref 5

    A neural cellular automaton learns compositional rules from data alone to achieve structural generalization on the SLOG semantic parsing benchmark, reaching 67.3% accuracy and fully succeeding on 11 of 17 categories.