Results of Structure and Efficiency Dimensions ((a): Syntactic integrity rate; (b): Average path length deviation; (c): BLEU score; (d): Time efficiency).

Results of Structure and Efficiency Dimensions ((a): Syntactic integrity rate; (b): Average path length deviation; (c): BLEU score; (d): Time efficiency).

<p>Results of Structure and Efficiency Dimensions ((a): Syntactic integrity rate; (b): Average path length deviation; (c): BLEU score; (d): Time efficiency).</p>

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Bibliographic Details
Main Author:	Yongli Tian (21533538) (author)
Published:	2025
Subjects:	Cancer Biological Sciences not elsewhere classified provides valuable theoretical multidimensional indicator system moderately high ), lower values refer higher values illustrate embedded clause levels embedded clause level demonstrates remarkable advantages conditional random field bidirectional encoder representations average branching factor english parallel corpus syntactic tree depth syntactic change ratio natural syntactic rendering optimized model attains natural language processing model &# 8217 linguistic sentence pairs linguistic sentence dataset experimental results show evaluation framework consisting distance dependency ratio capture syntactic complexity optimized model achieves low adjustment overhead complex sentence dataset chinese &# 8211 0 &# 8211 syntactic complexity modeling translation syntactic balance achieves better preservation syntactic complexity recognition comparative study based english machine translation syntactic complexity syntactic processing syntactic modeling experimental framework english translation machine translation bert achieves syntactic structures linguistic data linguistic alignment dependency relations study proposes study constructs translation quality xlink ">
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