Semantic Syntactic Grid Display
%20provide%20expressive%20and%20structured%20semantic%20graphs%20that%20act%20as%20intermediates%20that%20simplify%20downstream%20NLP%20tasks.%20However%2C%20the%20instruction-following%20capability%20of%20large%20language%20models%20(LLMs)%20offers%20a%20shortcut%20to%20effectively%20solve%20NLP%20tasks%2C%20questioning%20the%20utility%20of%20semantic%20graphs.%20Meanwhile%2C%20recent%20work%20has%20also%20shown%20the%20difficulty%20of%20using%20meaning%20representations%20merely%20as%20a%20helpful%20auxiliary%20for%20LLMs.%20We%20revisit%20the%20position%20of%20semantic%20graphs%20in%20syntactic%20simplification%2C%20the%20task%20of%20simplifying%20sentence%20structures%20while%20preserving%20their%20meaning%2C%20which%20requires%20semantic%20understanding%2C%20and%20evaluate%20it%20on%20a%20new%20complex%20and%20natural%20dataset.%20The%20AMR-based%20method%20that%20we%20propose%2C%20AMRS%24%5E3%24%2C%20demonstrates%20that%20state-of-the-art%20meaning%20representations%20can%20lead%20to%20easy-to-implement%20simplification%20methods%20with%20competitive%20performance%20and%20unique%20advantages%20in%20cost%2C%20interpretability%2C%20and%20generalization.%20With%20AMRS%24%5E3%24%20as%20an%20anchor%2C%20we%20discover%20that%20syntactic%20simplification%20is%20a%20task%20where%20semantic%20graphs%20are%20helpful%20in%20LLM%20prompting.%20We%20propose%20AMRCoC%20prompting%20that%20guides%20LLMs%20to%20emulate%20graph%20algorithms%20for%20explicit%20symbolic%20reasoning%20on%20AMR%20graphs%2C%20and%20show%20its%20potential%20for%20improving%20LLM%20on%20semantic-centered%20tasks%20like%20syntactic%20simplification.)
![Semantic Grid position [9] | Download Scientific Diagram](https://www.researchgate.net/publication/237556435/figure/fig4/AS:669558956367895@1536646703978/Semantic-Grid-position-9.png)
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