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Semantic Parsing on SMCalFlow-CS v1 & v2 (i.i.d.)

83.3Accuracy (v2)T5 Large (fine tuned w/o prompts)
57.364.0570.877.55Dec 13, 2022

Evaluation results

MethodLinks
T5 Large (fine tuned w/o prompts)2022.1283.385.3
T5 11B (Prompt Tuning)Source=Qiu et al. 2022b2022.1283.1—
T5 Base (FT)Source=Qiu et al. 2022b2022.1282.8—
PaLM 62B (FT)Source=Qiu et al. 2022b2022.1282.2—
Cover-LS (NoFT)2022.1273.682.2
Top-K (NoFT)2022.1269.779.3
PaLM 540B (ICL)Source=Qiu et al. 2022b2022.1258.3—
T5 Base (FT)Source=Qiu et al. 2022a2022.12—84.7
T5 Base + CSL-Aug (FT)Source=Qiu et al. 2022a2022.12—83.5