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    Machine Translation Consulting

    Our language consulting service helps companies identify where their translation and localization process can be optimized. We help our customers meet their goals such as to:

    • Reach international markets more quickly
    • Support international customers better
    • Institute authoring best practices
    • Integrate the newest technologies
    • Choose a new TM tool or MT engine
    • Improve reuse of legacy translated content
    • Measure & improve translation quality
    • Ensure better terminological consistency
    • Integrate with a new CMS
    • Improve processes
    • Add more languages
    • Reduce budgets

    RBMT, SMT or Hybrid?

    The choice of MT engine typically follows the identification of the project goals, content, languages, and so on. The process is aimed at determining which engine will give the best results – whether Rules-Based, Statistical or Hybrid, or a combination of approaches. The answer to this question will depend on factors such as language pairs, content, quality needed, technology to integrate with, what resources – human, technical and data – are available, and so on.

    LexWorks is technology agnostic because we know there are cases when a Rules-Based approach works best, cases where a Statistical approach works best, and cases where a Hybrid works best. The trick is knowing which engine to use in which situation.

    The process typically may involve some or all of the following:

    • Deciding what content might be suitable
    • Consulting with you500彩票网安全下载r internal staff about what expertise and what resources you500彩票网安全下载 have in-house
    • Determining what systems the TM tool would have to integrate with and what functionalities are most important
    • Identifying internal and external resources
    • Piloting initial solutions, measuring and comparing results
    • Establish ROI expectations and roadmap

    Engine Choice and Language Pairs

    Language is one of the most important determinants of engine performance. Some languages, like French and Spanish, tend to work well in most SMT and RBMT engines. Other languages, like Japanese and German, in our experience perform best with a rules-based approach. But by far the greatest number of language pairs – once you500彩票网安全下载 leave the dominant languages – do not exist in an off-the-shelf RBMT engine, so in this case the choice is easy: training an SMT engine from scratch.

    On the other hand, if you500彩票网安全下载 do not have enough data – we’re talking millions of segments of in-domain bilingual and monolingual segments – there may not be enough corpora to train a new engine in the desired language combinations, so a pre-trained engine might be the best choice: today there are pre-trained RBMT, Hybrid and SMT engines which can be used “out of the box” with just fine-tuning customizations.

    Engine Choice and Domain

    As a general rule of thumb, if the terminology is fixed in a narrow domain such as automotive or software documentation, RBMT or a Hybrid are generally the best choices. This is because the rules component protects terminology better.

    Content where the terminology comes from a number of domains, such as patents, works better with SMT. On the other hand, if there are meta data tags, SMT doesn’t preserve tags well, so RBMT or Hybrid technology will save you500彩票网安全下载 some headaches.

    The source of the content is also important – SMT is better suited to user generated content such as forums, whereas RBMT is better suited to documentation that needs to be post-edited to human quality.

    Engine Choice and Process

    Another question in the consultation phase is to decide how you500彩票网安全下载 want to manage MT. Do you500彩票网安全下载 want an internal engine that you500彩票网安全下载 manage with you500彩票网安全下载r own staff? In that case, you500彩票网安全下载 may only need a customization service to provide you500彩票网安全下载 with the initial engine, as well as other peripheral services such as staff training and maintenance/updates.

    If you500彩票网安全下载 are managing you500彩票网安全下载r MT process internally, the engine choice will be dictated by what kind of resources you500彩票网安全下载 have available: SMT will require more processing power, and strong engineering; RBMT managed internally will require more language resources.

    Or do you500彩票网安全下载 plan to outsource all MT activities, from customizing and processing to post-editing and maintaining? Then the service that will fit you500彩票网安全下载 best will be a turnkey solution that delivers the translated texts to you500彩票网安全下载 exactly as in you500彩票网安全下载r traditional process, only faster and at less cost.

    For an all-in-one solution, the engine choice will be determined solely on performance.


    If it seems a bit complicated to know what engine to use, one best practice we use is testing. Being engine agnostic means that before starting any project we fully test our assumptions by running the content through an SMT engine, an RBMT engine and a Hybrid. Sometimes expectations based on rules of thumb can be wrong. The best way to test assumptions and also to validate engine choice is through testing.

    The engine that reliably delivers the best quality output is the one we choose.


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