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Models/HTLM (fine-tuning)

HTLM (fine-tuning)

Reported on 40 benchmarks across 2 tasks · 1 paper · 29 SOTA

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

Adversarial20 results

Text GenerationonWebNLG (Seen)
BLEU· 2021-07-14
65.4
SOTA
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Text GenerationonWebNLG (Seen)
TER· 2021-07-14
0.33
SOTA
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Text GenerationonDART
BERT· 2021-07-14
0.94
best: 0.9505 (T5B Baseline)
SOTA
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Text GenerationonDART
BLEU· 2021-07-14
47.2
best: 48.74 (T5B Baseline)
SOTA
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Text GenerationonDART
BLEURT· 2021-07-14
0.4
best: 0.6749 (T5B Baseline)
SOTA
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Text GenerationonDART
METEOR· 2021-07-14
0.39
best: 40.74 (T5B Baseline)
SOTA
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Text GenerationonDART
Mover· 2021-07-14
0.51
SOTA
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Text GenerationonE2E
BLEU· 2021-07-14
70.3
SOTA
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Text GenerationonE2E
CIDEr· 2021-07-14
2.47
SOTA
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Text GenerationonE2E
METEOR· 2021-07-14
46.3
SOTA
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Text GenerationonE2E
NIST· 2021-07-14
8.9
SOTA
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Text GenerationonE2E
ROUGE-L· 2021-07-14
70.8
SOTA
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Text GenerationonWebNLG (Seen)
METEOR· 2021-07-14
0.46
best: 45.85 (T5_large)
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Text GenerationonDART
TER· 2021-07-14
0.44
best: 0.46 (GPT-2-Large (fine-tuning))
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Text GenerationonWebNLG (All)
BLEU· 2021-07-14
55.6
best: 59.7 (T5_large)
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Text GenerationonWebNLG (All)
METEOR· 2021-07-14
0.42
best: 44.18 (T5_large)
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Text GenerationonWebNLG (All)
TER· 2021-07-14
0.4
best: 0.42 (GPT-2-Large (fine-tuning))
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Text GenerationonWebNLG (Unseen)
BLEU· 2021-07-14
48.4
best: 53.67 (T5_large)
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Text GenerationonWebNLG (Unseen)
METEOR· 2021-07-14
0.39
best: 42.26 (T5_large)
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Text GenerationonWebNLG (Unseen)
TER· 2021-07-14
0.51
best: 0.53 (GPT-2-Large (fine-tuning))
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955

Natural Language Processing20 results

Table-to-Text GenerationonWebNLG (Seen)
BLEU· 2021-07-14
65.4
SOTA
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Table-to-Text GenerationonWebNLG (Seen)
METEOR· 2021-07-14
0.46
SOTA
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Table-to-Text GenerationonWebNLG (Seen)
TER· 2021-07-14
0.33
SOTA
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Table-to-Text GenerationonDART
BERT· 2021-07-14
0.94
best: 0.9505 (T5B Baseline)
SOTA
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Table-to-Text GenerationonDART
BLEU· 2021-07-14
47.2
best: 48.47 (T5B Baseline)
SOTA
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Table-to-Text GenerationonDART
BLEURT· 2021-07-14
0.4
best: 0.6749 (T5B Baseline)
SOTA
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Table-to-Text GenerationonDART
METEOR· 2021-07-14
0.39
best: 0.4074 (T5B Baseline)
SOTA
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Table-to-Text GenerationonDART
Mover· 2021-07-14
0.51
SOTA
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Table-to-Text GenerationonWebNLG (All)
BLEU· 2021-07-14
55.6
SOTA
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Table-to-Text GenerationonWebNLG (All)
METEOR· 2021-07-14
0.42
SOTA
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Table-to-Text GenerationonWebNLG (Unseen)
BLEU· 2021-07-14
48.4
SOTA
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Table-to-Text GenerationonWebNLG (Unseen)
METEOR· 2021-07-14
0.39
SOTA
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Table-to-Text GenerationonE2E
BLEU· 2021-07-14
70.3
SOTA
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Table-to-Text GenerationonE2E
CIDEr· 2021-07-14
2.47
SOTA
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Table-to-Text GenerationonE2E
METEOR· 2021-07-14
46.3
SOTA
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Table-to-Text GenerationonE2E
NIST· 2021-07-14
8.9
SOTA
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Table-to-Text GenerationonE2E
ROUGE-L· 2021-07-14
70.8
SOTA
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Table-to-Text GenerationonDART
TER· 2021-07-14
0.44
best: 0.46 (GPT-2-Large (fine-tuning))
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Table-to-Text GenerationonWebNLG (All)
TER· 2021-07-14
0.4
best: 0.42 (GPT-2-Large (fine-tuning))
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955
Table-to-Text GenerationonWebNLG (Unseen)
TER· 2021-07-14
0.51
best: 0.53 (GPT-2-Large (fine-tuning))
HTLM: Hyper-Text Pre-Training and Prompting of Language Models arXiv:2107.06955