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Models/RoBERTa-base

RoBERTa-base

Reported on 8 benchmarks across 4 tasks · 2 papers · 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

Entity ResolutiononWDC Products-50%cc-unseen-medium
F1 (%)· 2023-01-23
71.14
SOTA
WDC Products: A Multi-Dimensional Entity Matching Benchmark arXiv:2301.09521
Entity ResolutiononWDC Products-80%cc-seen-medium-multi
F1 Micro· 2023-01-23
52.03
best: 88.63 (RoBERTa-SupCon)
WDC Products: A Multi-Dimensional Entity Matching Benchmark arXiv:2301.09521
Entity ResolutiononWDC Products-80%cc-seen-medium
F1 (%)· 2023-01-23
72.18
best: 89.61 (gpt4-0613_zeroshot)
WDC Products: A Multi-Dimensional Entity Matching Benchmark arXiv:2301.09521
Reading ComprehensiononReClor
Test· 2020-02-11
48.5
best: 80.6 (Rational Reasoner / IDOL)
ReClor: A Reading Comprehension Dataset Requiring Logical Reasoning arXiv:2002.04326
Sentence CompletiononHONEST
HONEST
2.38
best: 3.33 (BERT-large)

Knowledge Base3 results

Data IntegrationonWDC Products-50%cc-unseen-medium
F1 (%)· 2023-01-23
71.14
SOTA
WDC Products: A Multi-Dimensional Entity Matching Benchmark arXiv:2301.09521
Data IntegrationonWDC Products-80%cc-seen-medium-multi
F1 Micro· 2023-01-23
52.03
best: 88.63 (RoBERTa-SupCon)
WDC Products: A Multi-Dimensional Entity Matching Benchmark arXiv:2301.09521
Data IntegrationonWDC Products-80%cc-seen-medium
F1 (%)· 2023-01-23
72.18
best: 89.61 (gpt4-0613_zeroshot)
WDC Products: A Multi-Dimensional Entity Matching Benchmark arXiv:2301.09521