Semantic constituency graphs outperform syntactic constituency and dependency structures from seven formalisms when added to a Transformer for language modeling.
Neural Semantic Role Labeling with Dependency Path Embeddings
2 Pith papers cite this work. Polarity classification is still indexing.
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A new encoder-based SRL system with dependency-informed analysis delivers 10x faster inference and comparable or better F1 scores using BERT, RoBERTa, and DeBERTa while supporting multilingual projection.
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Linguistic Frameworks Go Toe-to-Toe at Neuro-Symbolic Language Modeling
Semantic constituency graphs outperform syntactic constituency and dependency structures from seven formalisms when added to a Transformer for language modeling.
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Revisiting Semantic Role Labeling: Efficient Structured Inference with Dependency-Informed Analysis
A new encoder-based SRL system with dependency-informed analysis delivers 10x faster inference and comparable or better F1 scores using BERT, RoBERTa, and DeBERTa while supporting multilingual projection.