PandaMTL was a prominent web-based platform primarily known for providing Machine Translation (MTL) of popular East Asian web novels, particularly Chinese (Xianxia/Wuxia), Korean, and Japanese light novels, into English. The Rise of PandaMTL in the Web Novel Community
class PandaMTLModel(PreTrainedModel):
def __init__(self, base_transformer, num_pos_labels):
super().__init__()
self.transformer = base_transformer
self.pos_head = nn.Linear(hidden_size, num_pos_labels)
def forward(self, input_ids, labels_translation=None, labels_pos=None):
encoder_outputs = self.transformer.encoder(input_ids)
translation_logits = self.transformer.decoder(encoder_outputs)
pos_logits = self.pos_head(encoder_outputs.last_hidden_state)
# Combine losses...
model = PandaMTLModel.from_pretrained("pandamtl-base-en-fr")
train_dataset = load_mtl_dataset("en-fr", tasks=["translation", "pos", "ner"]) pandamtl
Reading MTL is a bit of a "learned skill." If you are new to the format, keep these tips in mind: Ignore Pronoun Confusion: PandaMTL was a prominent web-based platform primarily known