three letter programming abbreviations for words

For standard abbreviations, the expansion results include most of the expansion in dictionary. In order to validate the effective of the method, two types of experiments are designed.

And then, the search space is continuous reduced by restrained the effective and the length of the partition. Through restrict the abbreviation to prefix abbreviation, the search space of expansion is reduced sharply. In this method, the abbreviation is firstly divided into blocks then, expansion candidates are generated by restoring each block and finally, the expansion candidates are filtered and clustered to acquire the final expansion result according to the language model and clustering method. To overcome these drawbacks, this paper proposes an automatic abbreviation expansion method called LMAAE (Language Model-based Automatic Abbreviation Expansion). The dictionary-based approach has been adopted to process abbreviations, but it cannot handle ad hoc abbreviations, and it is impossible to cover all abbreviations. In biomedical domain, abbreviations are appearing more and more frequently in various data sets, which has caused significant obstacles to biomedical big data analysis. We use these characteristics to identify how current approaches may be complementary and how their results should be reported in the future to help maximize both our understanding of how they compare with other expansion techniques and their reproducibility. In this paper, we reveal some characteristics of abbreviations and their expansions through an empirical study of 861 abbreviation-expansion pairs extracted from 5 open-source systems in addition to analyzing previous literature. There are numerous techniques for expanding abbreviations, most of which struggle to reach an average expansion accuracy of 59-62% on general source code identifiers. Without abbreviation expansion, developers will spend more time in comprehending the code they need to update, and tools analyzing software may obtain weak or non-generalizable results. This paper closely studies abbreviations and where their expansions occur in different software artifacts. Expanding abbreviations is an important text normalization technique used for the purpose of either increasing developer comprehension or supporting the application of natural-language-based tools for source code identifiers.

Three letter programming abbreviations for words