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- IBM_alignment_models abstract "IBM alignment models are a sequence of increasingly complex models used in statistical machine translation to train a translation model and an alignment model, starting with lexical translation probabilities and moving to reordering and word duplication. They have underpinned the majority of statistical machine translation systems for almost twenty years. These models offer principled probabilistic formulation and (mostly) tractable inference.The original work on statistical machine translation at IBM proposed five models, and a model 6 was proposed later. The sequence of the six models can be summarized as: Model 1: lexical translation Model 2: additional absolute alignment model Model 3: extra fertility model Model 4: added relative alignment model Model 5: fixed deficiency problem. Model 6: Model 4 combined with a HMM alignment model in a log linear way↑ ↑".
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- IBM_alignment_models wikiPageWikiLink Category:Machine_translation.
- IBM_alignment_models wikiPageWikiLink Hidden_Markov_model.
- IBM_alignment_models wikiPageWikiLink IBM.
- IBM_alignment_models wikiPageWikiLink Statistical_machine_translation.
- IBM_alignment_models wikiPageWikiLink File:IBM_models_01.jpg.
- IBM_alignment_models wikiPageWikiLink File:IBM_models_02.jpg.
- IBM_alignment_models wikiPageWikiLink File:IBM_models_03.jpg.
- IBM_alignment_models wikiPageWikiLinkText "IBM-Models".
- IBM_alignment_models wikiPageUsesTemplate Template:Reflist.
- IBM_alignment_models subject Category:Machine_translation.
- IBM_alignment_models hypernym Sequence.
- IBM_alignment_models comment "IBM alignment models are a sequence of increasingly complex models used in statistical machine translation to train a translation model and an alignment model, starting with lexical translation probabilities and moving to reordering and word duplication. They have underpinned the majority of statistical machine translation systems for almost twenty years.".
- IBM_alignment_models label "IBM alignment models".
- IBM_alignment_models wasDerivedFrom IBM_alignment_models?oldid=706756674.
- IBM_alignment_models depiction IBM_models_01.jpg.
- IBM_alignment_models isPrimaryTopicOf IBM_alignment_models.
