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Semantic Parsing on SMCalFlow-CS (0-C)

40.7Exact Match AccCover-LS (Oracle)
-1.6289.36120.3531.339Dec 13, 2022

Evaluation results

MethodLinks
Cover-LS (Oracle)Model=Codex, Oracle Status=true2022.1240.7——
Cover-UttModel=Codex2022.1235.3——
DPPModel=Codex2022.1234.7——
Top-KModel=Codex2022.1217——
RandomModel=Codex2022.121.3——
Cover-LSModel=Codex2022.120.3——
T5 (fine tuned w/o prompts)Model=T5-large2022.120——
Top-K (Oracle)Model=Codex, Oracle Status=true2022.120——
Cover-LS (NoFT)2022.12—00
PaLM 540B (ICL)Source=Qiu et al. 2022b2022.12——4.7
PaLM 62B (FT)Source=Qiu et al. 2022b2022.12——26.9
T5 11B (Prompt Tuning)Source=Qiu et al. 2022b2022.12——0
T5 Base (FT)Source=Qiu et al. 2022b2022.12——21.7
T5 Base + CSL-Aug (FT)Source=Qiu et al. 2022a2022.12—34.7—
T5 Large (fine tuned w/o prompts)2022.12—00
Top-K (NoFT)2022.12—19.813.6