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Common Sense Reasoning
The goal of Common Sense Reasoning tasks is to enable models to go beyond pattern recognition and utilize common sense or world knowledge for reasoning. This aims to allow models to understand complex situations, make reasonable judgments and predictions, thereby enhancing the intelligence level and application effects in fields such as natural language processing and dialogue systems.
WinoGrande
PaLM 540B (0-shot)
ARC (Challenge)
ARC (Easy)
ST-MoE-32B 269B (fine-tuned)
ReCoRD
DeBERTa-1.5B
CommonsenseQA
MUPPET Roberta Large
RWSD
PARus
RuCoS
BIG-bench (Causal Judgment)
BIG-bench (Date Understanding)
BIG-bench (Disambiguation QA)
BIG-bench (Sports Understanding)
Event2Mind test
EA-VQ-VAE
Russian Event2Mind
araneum word2vec (skipgram) + GRU
SWAG
DeBERTalarge
BIG-bench (Winowhy)
BIG-bench (Known Unknowns)
PaLM-540B (few-shot, k=5)
BIG-bench (Logical Sequence)
Chinchilla-70B (few-shot, k=5)
Event2Mind dev
CrowdSource QA
CODAH
BERT Large
Visual Dialog  v0.9
WinoGAViL
ViLT
Visual Dialog v0.9
NMN [kottur2018visual]