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Models/GPT

GPT

Reported on 11 benchmarks across 3 tasks · 2 papers · 1 SOTA

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

Natural Language Processing7 results

  • Conversational Response GenerationonCPED
    PPL· 2022-05-29
    20.07
    best: 17.48 (GPT-{emo})
    SOTA
    CPED: A Large-Scale Chinese Personalized and Emotional Dialogue Dataset for Conversational AIarXiv:2205.14727
  • Conversational Response GenerationonCPED
    Average Embedding· 2022-05-29
    0.5509
    best: 0.5617 (GPT-{per+emo})
    CPED: A Large-Scale Chinese Personalized and Emotional Dialogue Dataset for Conversational AIarXiv:2205.14727
  • Conversational Response GenerationonCPED
    BLEU· 2022-05-29
    0.1171
    best: 0.1403 (GPT-{per+emo})
    CPED: A Large-Scale Chinese Personalized and Emotional Dialogue Dataset for Conversational AIarXiv:2205.14727
  • Conversational Response GenerationonCPED
    Distinct-1· 2022-05-29
    0.0482
    best: 0.0614 (GPT-{emo})
    CPED: A Large-Scale Chinese Personalized and Emotional Dialogue Dataset for Conversational AIarXiv:2205.14727
  • Conversational Response GenerationonCPED
    Distinct-2· 2022-05-29
    0.2738
    best: 0.343 (GPT-{emo})
    CPED: A Large-Scale Chinese Personalized and Emotional Dialogue Dataset for Conversational AIarXiv:2205.14727
  • Conversational Response GenerationonCPED
    Greedy Embedding· 2022-05-29
    0.4922
    best: 5012 (GPT-{per+emo+da})
    CPED: A Large-Scale Chinese Personalized and Emotional Dialogue Dataset for Conversational AIarXiv:2205.14727
  • Conversational Response GenerationonCPED
    bertscore· 2022-05-29
    0.5629
    best: 0.5722 (GPT-{per+emo+da})
    CPED: A Large-Scale Chinese Personalized and Emotional Dialogue Dataset for Conversational AIarXiv:2205.14727

Methodology4 results

  • Data MiningonIMDb Movie Reviews
    Accuracy· 2023-08-07
    53.2
    best: 95.6 (ELECTRA)
    Analysis of the Evolution of Advanced Transformer-Based Language Models: Experiments on Opinion MiningarXiv:2308.03235
  • Data MiningonIMDb Movie Reviews
    F1· 2023-08-07
    66.4
    best: 95.6 (ELECTRA)
    Analysis of the Evolution of Advanced Transformer-Based Language Models: Experiments on Opinion MiningarXiv:2308.03235
  • Interpretable Machine LearningonIMDb Movie Reviews
    Accuracy· 2023-08-07
    53.2
    best: 95.6 (ELECTRA)
    Analysis of the Evolution of Advanced Transformer-Based Language Models: Experiments on Opinion MiningarXiv:2308.03235
  • Interpretable Machine LearningonIMDb Movie Reviews
    F1· 2023-08-07
    66.4
    best: 95.6 (ELECTRA)
    Analysis of the Evolution of Advanced Transformer-Based Language Models: Experiments on Opinion MiningarXiv:2308.03235