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In the OntoGene text mining pipeline, sentence and token boundaries of the enriched abstracts are identified using the LingPipe framework (more information can be found at http://alias-i.com/lingpipe).
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This may be confounded with cases in which the space after a period is erroneously omitted, which masks token and sentence boundaries.
By this token, the exact partial boundary (Sigma_{1}), such that the partial boundary value condition (1.6) matches up the nonlinear degenerate parabolic equation, should satisfy that begin{aligned} Sigma_{1}subseteqSigma_{varphi}, end{aligned} and we can depict it as begin{aligned} Sigma_{1}=bigcap_{varphi} Sigma_{varphi} end{aligned} (1.22) for any φ satisfying (1.20).
In Step IV, categorization of the boundary tokens (3 and 5) was reinforced.
In 4 subsequent training sessions occurring over the course of approximately 2 weeks, participants practiced categorizing all 7 tokens in each continuum into the two categories represented by the end points, through gradual introduction of token pairs closer to the category boundary.
Given the tokenized text, the NER task can be modeled as a sequence labeling problem by assigning each token to a label to determinate the boundaries of named entities, such as B = beginning of an entity, I = inside an entity, and O = outside of an entity (see examples in Table 2).
The core NLP module identifies sentence boundaries (sentence detector), breaks sentences into tokens (tokenizer), assigns part of speech tags (POS-tagger), and identifies noun phrases (chunker).
The B tag indicates that the current token is the beginning of a section-heading boundary, the I tag indicates tokens inside the boundary of a section heading, and the O tag represents the tokens outside a section heading.
In this study, the linear-chain CRF was employed to recognize sequentially the boundaries of chemical entities moving from the first token to the final token of a tokenized sentence.
For an unseen video, possible event boundaries are recorded in a linked list structure as the token propagation is performed during the Viterbi alignment.
Besides pushing cultural boundaries, Star Trek has portrayed people of color not as tokens, but as complex characters with relationships.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com