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Models/UL2 20B (0-shot)

UL2 20B (0-shot)

Reported on 7 benchmarks across 5 tasks · 1 paper

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Natural Language Processing5 results

Question AnsweringonCOPA
Accuracy· 2022-05-10
85
best: 100 (PaLM 540B (finetuned) )
UL2: Unifying Language Learning Paradigms arXiv:2205.05131
Question AnsweringonBoolQ
Accuracy· 2022-05-10
63.1
best: 99.87 (Mistral-Nemo 12B (HPT))
UL2: Unifying Language Learning Paradigms arXiv:2205.05131
Common Sense ReasoningonARC (Easy)
Accuracy· 2022-05-10
32.2
best: 95.2 (ST-MoE-32B 269B (fine-tuned))
UL2: Unifying Language Learning Paradigms arXiv:2205.05131
Word Sense DisambiguationonWords in Context
Accuracy· 2022-05-10
49.8
best: 85.3 (COSINE + Transductive Learning)
UL2: Unifying Language Learning Paradigms arXiv:2205.05131
Coreference ResolutiononWinograd Schema Challenge
Accuracy· 2022-05-10
79.9
best: 100 (PaLM 540B (fine-tuned))
UL2: Unifying Language Learning Paradigms arXiv:2205.05131

Reasoning2 results

Arithmetic ReasoningonGSM8K
Accuracy· 2022-05-10
4.1
best: 97.72 (Claude 3.5 Sonnet (HPT))
UL2: Unifying Language Learning Paradigms arXiv:2205.05131
Arithmetic ReasoningonGSM8K
Parameters (Billion)· 2022-05-10
20
best: 540 (PaLM 540B (Self Improvement, Self Consistency))
UL2: Unifying Language Learning Paradigms arXiv:2205.05131