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Models/ERNIE-GENBASE

ERNIE-GENBASE

Reported on 12 benchmarks across 2 tasks · 1 paper

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

Knowledge Base9 results

  • Text SummarizationonGigaWord
    ROUGE-1· uses extra data· 2020-01-26
    38.83
    best: 60.12 (OpenAI/o3-mini)
    ERNIE-GEN: An Enhanced Multi-Flow Pre-training and Fine-tuning Framework for Natural Language GenerationarXiv:2001.11314
  • Text SummarizationonGigaWord
    ROUGE-2· uses extra data· 2020-01-26
    20.04
    best: 54.22 (OpenAI/o3-mini)
    ERNIE-GEN: An Enhanced Multi-Flow Pre-training and Fine-tuning Framework for Natural Language GenerationarXiv:2001.11314
  • Text SummarizationonGigaWord
    ROUGE-L· uses extra data· 2020-01-26
    36.2
    best: 60.29 (Riple/Saanvi-v0.1)
    ERNIE-GEN: An Enhanced Multi-Flow Pre-training and Fine-tuning Framework for Natural Language GenerationarXiv:2001.11314
  • Text SummarizationonGigaWord-10k
    ROUGE-1· uses extra data· 2020-01-26
    33.75
    best: 35.51 (ERNIE-GENLARGE (large-scale text corpora))
    ERNIE-GEN: An Enhanced Multi-Flow Pre-training and Fine-tuning Framework for Natural Language GenerationarXiv:2001.11314
  • Text SummarizationonGigaWord-10k
    ROUGE-2· uses extra data· 2020-01-26
    15.23
    best: 16.79 (ERNIE-GENLARGE (large-scale text corpora))
    ERNIE-GEN: An Enhanced Multi-Flow Pre-training and Fine-tuning Framework for Natural Language GenerationarXiv:2001.11314
  • Text SummarizationonGigaWord-10k
    ROUGE-L· uses extra data· 2020-01-26
    31.35
    best: 33.23 (ERNIE-GENLARGE (large-scale text corpora))
    ERNIE-GEN: An Enhanced Multi-Flow Pre-training and Fine-tuning Framework for Natural Language GenerationarXiv:2001.11314
  • Text SummarizationonCNN / Daily Mail
    ROUGE-1· uses extra data· 2020-01-26
    42.3
    best: 48.18 (Scrambled code + broken (alter))
    ERNIE-GEN: An Enhanced Multi-Flow Pre-training and Fine-tuning Framework for Natural Language GenerationarXiv:2001.11314
  • Text SummarizationonCNN / Daily Mail
    ROUGE-2· uses extra data· 2020-01-26
    19.92
    best: 24.02 (Pegasus)
    ERNIE-GEN: An Enhanced Multi-Flow Pre-training and Fine-tuning Framework for Natural Language GenerationarXiv:2001.11314
  • Text SummarizationonCNN / Daily Mail
    ROUGE-L· uses extra data· 2020-01-26
    39.68
    best: 45.35 (Scrambled code + broken (alter))
    ERNIE-GEN: An Enhanced Multi-Flow Pre-training and Fine-tuning Framework for Natural Language GenerationarXiv:2001.11314

Natural Language Processing3 results

  • Abstractive Text SummarizationonCNN / Daily Mail
    ROUGE-1· uses extra data· 2020-01-26
    42.3
    best: 48.18 (Scrambled code + broken (alter))
    ERNIE-GEN: An Enhanced Multi-Flow Pre-training and Fine-tuning Framework for Natural Language GenerationarXiv:2001.11314
  • Abstractive Text SummarizationonCNN / Daily Mail
    ROUGE-2· uses extra data· 2020-01-26
    19.92
    best: 24.02 (Pegasus)
    ERNIE-GEN: An Enhanced Multi-Flow Pre-training and Fine-tuning Framework for Natural Language GenerationarXiv:2001.11314
  • Abstractive Text SummarizationonCNN / Daily Mail
    ROUGE-L· uses extra data· 2020-01-26
    39.68
    best: 45.35 (Scrambled code + broken (alter))
    ERNIE-GEN: An Enhanced Multi-Flow Pre-training and Fine-tuning Framework for Natural Language GenerationarXiv:2001.11314