Get the precisest pos for this word. Args: main_pos: Use the main pos (cpos or upos) or the minor pos (pos or xpos).

Returns a range vector with the desired size, starting at 0. The CUDA implementation is meant to avoid copy data from CPU to GPU. Args:

Grammatical Error Correction (GEC) is the task of correcting different kinds of errors in text such as spelling, punctuation, grammatical, and word ch

Grammatical Error Correction (GEC) is the task of correcting different kinds of errors in text such as spelling, punctuation, grammatical, an

Greedy decoding for SRL predicate-argument structures. Args: predict_dict: Dictionary of name to numpy arrays. srl_labels_inv: SRL la

Registers a class with the Keras serialization framework. Args: arg: Returns:

* Calculates the mse loss between `state_S` and `state_T`, which are the hidden state of the models. * If the `inputs_mask` is given, masks t

Insert a transform to a certain position. Args: index: A certain position. transform: A new transform. Retur

Given a sequence corresponding to IOB1 tags, extracts spans. Spans are inclusive and can be of zero length, representing a single word span.

Given a sequence corresponding to BIOUL tags, extracts spans. Spans are inclusive and can be of zero length, representing a single word span.

Perform k-fold sampling. Args: k (int): Number of folds. i (int): The i-th fold. Returns: Transf

Calculate the cross entropy between logits_S and logits_T :param logits_S: Tensor of shape (batch_size, length, num_labels) or (batch_size,

Calculate the mse loss between logits_S and logits_T :param logits_S: Tensor of shape (batch_size, length, num_labels) or (batch_size, num_l

Keyphrase extraction aims to identify keywords or phrases reflecting the main topics of a document. @param text The text content of the document. Pre

See https://github.com/zysite/biaffine-parser/blob/master/parser/utils/alg.py#L7 Args: x(list): Lengths of sentences k(int): s

Recognize the language of a given text. @param text The text content of the document. @return Identified language in <a href="https://en.wikipedia.or