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Models/KiC-770M

KiC-770M

Reported on 10 benchmarks across 6 tasks · 1 paper

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

Natural Language Processing10 results

Question AnsweringonCOPA
Accuracy· 2022-10-28
85.3
best: 100 (PaLM 540B (finetuned) )
Knowledge-in-Context: Towards Knowledgeable Semi-Parametric Language Models arXiv:2210.16433
Question AnsweringonStoryCloze
Accuracy· 2022-10-28
94.4
best: 96.3 (BLOOMZ)
Knowledge-in-Context: Towards Knowledgeable Semi-Parametric Language Models arXiv:2210.16433
Common Sense ReasoningonWinoGrande
Accuracy· 2022-10-28
55.3
best: 96.1 (ST-MoE-32B 269B (fine-tuned))
Knowledge-in-Context: Towards Knowledgeable Semi-Parametric Language Models arXiv:2210.16433
Word Sense DisambiguationonWords in Context
Accuracy· 2022-10-28
52.4
best: 85.3 (COSINE + Transductive Learning)
Knowledge-in-Context: Towards Knowledgeable Semi-Parametric Language Models arXiv:2210.16433
Natural Language InferenceonANLI test
A1· 2022-10-28
36.3
best: 81.8 (T5-3B (explanation prompting))
Knowledge-in-Context: Towards Knowledgeable Semi-Parametric Language Models arXiv:2210.16433
Natural Language InferenceonANLI test
A2· 2022-10-28
35
best: 72.5 (T5-3B (explanation prompting))
Knowledge-in-Context: Towards Knowledgeable Semi-Parametric Language Models arXiv:2210.16433
Natural Language InferenceonANLI test
A3· 2022-10-28
37.6
best: 74.8 (T5-3B (explanation prompting))
Knowledge-in-Context: Towards Knowledgeable Semi-Parametric Language Models arXiv:2210.16433
Natural Language InferenceonRTE
Accuracy· 2022-10-28
74
best: 86.8 (PSQ (Chen et al., 2020))
Knowledge-in-Context: Towards Knowledgeable Semi-Parametric Language Models arXiv:2210.16433
Coreference ResolutiononWinograd Schema Challenge
Accuracy· 2022-10-28
65.4
best: 100 (PaLM 540B (fine-tuned))
Knowledge-in-Context: Towards Knowledgeable Semi-Parametric Language Models arXiv:2210.16433
Sentence CompletiononHellaSwag
Accuracy· 2022-10-28
29.6
best: 96.1 (CompassMTL 567M with Tailor)
Knowledge-in-Context: Towards Knowledgeable Semi-Parametric Language Models arXiv:2210.16433