Key information about the CFSP evaluation task is reported, including key concepts, evaluation dataset, top-3 results and corresponding methods, including nested role annotation data by simultaneously labeling all nested semantic roles.
This work introduces FrameBench, a benchmark grounded in frame semantics that test whether models distinguish the frames evoked by the same verb across contexts, and constructs the benchmark for English and Japanese using FrameNet-style resources and a generation-and-verification pipeline with native-speaker judgments.
A GAT-BiLSTM fusion model that integrates dependency syntactic analysis with graph attention mechanisms and bidirectional long short-term memory networks improves translation fidelity and semantic consistency while exhibiting strong robustness for structurally complex inputs.
J. Leng, X. Lin· Advanced Electromagnetics· 0 citations
A layer-wise analysis indicates that surface-level features such as temporality and negation are captured more reliably than deeper semantic phenomena like quantification in large language models, highlighting the limited capacity of current LLMs to generate fully formal meaning representations.
Rémi De Vergnette, Maxime Amblard· International Conference on...· 0 citations
Automatic text summarization plays an important role in transforming lengthy documents into concise and informative representations. The abstractive summarization aims to generate sentences that capture the semantic meaning of the source text. This study proposed semantic and syntactic augmentation in transformer-based...
Manisha Sachin Dabade, V. Meshram· International Journal of Int...· 0 citations
This paper presents an extension of CompL-it, currently the most comprehensive open computational lexicon of Italian, that enriches CompL-it with semantic traits and references to semantic types, enhancing CompL-it’s interoperability within the Linguistic Linked Data framework and strengthens its usability for NLP task...
Emiliano Giovannetti, A. Bellandi, Simone Marchi et al.· International Conference on...· 0 citations
Scientific relation extraction aims to identify fine-grained semantic relations between domain-specific entities in scientific documents. However, complex scientific expressions, domain adaptation challenges, and subtle relation distinctions make this task difficult. To address these challenges, we propose a novel natu...
Yang Tian, Zi-Han Bai, Bo Xu et al.· IEEE Signal Processing Lette...· 0 citations
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