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Models/T5-3b(UnifiedSKG)

T5-3b(UnifiedSKG)

Reported on 6 benchmarks across 4 tasks · 1 paper · 2 SOTA

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

Natural Language Processing5 results

Task-Oriented Dialogue SystemsonKVRET
Entity F1· 2022-01-16
70.07
SOTA
UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models arXiv:2201.05966
Semantic ParsingonWikiTableQuestions
Accuracy (Dev)· 2022-01-16
50.65
best: 65 (Binder)
UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models arXiv:2201.05966
Semantic ParsingonWikiTableQuestions
Accuracy (Test)· 2022-01-16
49.29
best: 80.8 (ARTEMIS-DA)
UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models arXiv:2201.05966
Table-based Fact VerificationonTabFact
Test· 2022-01-16
83.68
best: 93.1 (ARTEMIS-DA)
UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models arXiv:2201.05966
Table-based Fact VerificationonTabFact
Val· 2022-01-16
83.97
best: 89.2 (PASTA)
UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models arXiv:2201.05966

Speech1 result

DialogueonKVRET
Entity F1· 2022-01-16
70.07
SOTA
UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models arXiv:2201.05966