Web: http://arxiv.org/abs/2206.10668

June 23, 2022, 1:12 a.m. | Subhro Roy, Sam Thomson, Tongfei Chen, Richard Shin, Adam Pauls, Jason Eisner, Benjamin Van Durme

cs.CL updates on arXiv.org arxiv.org

We introduce BenchCLAMP, a Benchmark to evaluate Constrained LAnguage Model
Parsing, which produces semantic outputs based on the analysis of input text
through constrained decoding of a prompted or fine-tuned language model.
Developers of pretrained language models currently benchmark on classification,
span extraction and free-text generation tasks. Semantic parsing is neglected
in language model evaluation because of the complexity of handling
task-specific architectures and representations. Recent work has shown that
generation from a prompted or fine-tuned language model can perform …

arxiv benchmark language language models models on parsing semantic

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