ADIOS relies on a statistical method for pattern extraction and on structured generalization – two processes that have been implicated in language acquisition, ... Our experiments show that it can acquire intricate structures from raw data, including transcripts of parents' speech directed at two- or three-year-olds. This may eventually help researchers understand how children, who learn language in a similar item-by-item fashion and with very little supervision, eventually master the full complexities of their native tongue. |
ADIOS relies on a statistical method for pattern extraction and on structured generalization – two processes that have been implicated in language acquisition. Our experiments show that it can acquire intricate structures from raw data, including transcripts of parents' speech directed at two- or three-year-olds. This may eventually help researchers understand how children, who learn language in a similar item-by-item fashion and with very little supervision, eventually master the full complexities of their native tongue. |
Because such equivalence sets can contain other patterns -- in turn containing further patterns, and so on -- the resulting body of knowledge grows recursively, as a sort of forest of branching trees of possibilities. |
Because such equivalence sets can contain other patterns – in turn containing further patterns, and so on – the resulting body of knowledge grows recursively, as a sort of forest of branching trees of possibilities, |
Because such equivalence sets can contain other patterns – in turn containing further patterns, and so on – the resulting body of knowledge grows recursively, as a sort of forest of branching trees of possibilities. |
For example, if the following three sentences appeared in a [text]—'I saw a film today, oh boy,' 'He saw a film today at the reception,' 'She saw a film today and liked it,'—the program would identify the sequence 'saw a film today,' and determine whether it's a statistically significant pattern, ... If so, the sequence is added to the software's lexicon and can be used to create new sentences. |
The algorithm -- the computational method -- for language learning and processing that we have developed can take a body of text, abstract from it a collection of recurring patterns or rules and then generate new material, |
The algorithm – the computational method – for language learning and processing that we have developed can take a body of text, abstract from it a collection of recurring patterns or rules and then generate new material, |
to revise some of their preconceptions regarding language acquisition by children, language competence in adults and second-language instruction. |
We've modeled a couple of experiments from developmental psycholinguistics, |
When scanning new input, the program looks for recurring patterns or interchangeable sequences, |