{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/googles-neural-machine-translation-system","title":"Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation","arxiv_id":"1609.08144","date":"2016-09-26","proceeding":null,"authors":["Yonghui Wu","Mike Schuster","Zhifeng Chen","Quoc V. Le","Mohammad Norouzi","Wolfgang Macherey","Maxim Krikun","Yuan Cao","Qin Gao","Klaus Macherey","Jeff Klingner","Apurva Shah","Melvin Johnson","Xiaobing Liu","Łukasz Kaiser","Stephan Gouws","Yoshikiyo Kato","Taku Kudo","Hideto Kazawa","Keith Stevens","George Kurian","Nishant Patil","Wei Wang","Cliff Young","Jason Smith","Jason Riesa","Alex Rudnick","Oriol Vinyals","Greg Corrado","Macduff Hughes","Jeffrey Dean"],"abstract":"Neural Machine Translation (NMT) is an end-to-end learning approach for\nautomated translation, with the potential to overcome many of the weaknesses of\nconventional phrase-based translation systems. Unfortunately, NMT systems are\nknown to be computationally expensive both in training and in translation\ninference. Also, most NMT systems have difficulty with rare words. These issues\nhave hindered NMT's use in practical deployments and services, where both\naccuracy and speed are essential. In this work, we present GNMT, Google's\nNeural Machine Translation system, which attempts to address many of these\nissues. Our model consists of a deep LSTM network with 8 encoder and 8 decoder\nlayers using attention and residual connections. To improve parallelism and\ntherefore decrease training time, our attention mechanism connects the bottom\nlayer of the decoder to the top layer of the encoder. To accelerate the final\ntranslation speed, we employ low-precision arithmetic during inference\ncomputations. To improve handling of rare words, we divide words into a limited\nset of common sub-word units (\"wordpieces\") for both input and output. This\nmethod provides a good balance between the flexibility of \"character\"-delimited\nmodels and the efficiency of \"word\"-delimited models, naturally handles\ntranslation of rare words, and ultimately improves the overall accuracy of the\nsystem. Our beam search technique employs a length-normalization procedure and\nuses a coverage penalty, which encourages generation of an output sentence that\nis most likely to cover all the words in the source sentence. On the WMT'14\nEnglish-to-French and English-to-German benchmarks, GNMT achieves competitive\nresults to state-of-the-art. Using a human side-by-side evaluation on a set of\nisolated simple sentences, it reduces translation errors by an average of 60%\ncompared to Google's phrase-based production system.","url_abs":"http://arxiv.org/abs/1609.08144v2","url_pdf":"http://arxiv.org/pdf/1609.08144v2.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"googles-neural-machine-translation-system","repo_url":"https://github.com/Automattic/wp-translate","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"googles-neural-machine-translation-system","repo_url":"https://github.com/ChaiBapchya/mxnet-hardmax_machine_translation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"mxnet","reach":{"status":"ok"}},{"paper_slug":"googles-neural-machine-translation-system","repo_url":"https://github.com/Liut2016/stackedResBiLSTM","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"googles-neural-machine-translation-system","repo_url":"https://github.com/Nirvanabc/seq2seq-rnn","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"googles-neural-machine-translation-system","repo_url":"https://github.com/SunbowLiu/CopyingPenalty","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"googles-neural-machine-translation-system","repo_url":"https://github.com/ThAIKeras/bert","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"googles-neural-machine-translation-system","repo_url":"https://github.com/VladimirV99/Automatic-Translation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"googles-neural-machine-translation-system","repo_url":"https://github.com/ZHANG45/multi_gpu_seq2seq","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"googles-neural-machine-translation-system","repo_url":"https://github.com/davidsvaughn/dts-tf","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"googles-neural-machine-translation-system","repo_url":"https://github.com/facebookresearch/vizseq","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":null},{"paper_slug":"googles-neural-machine-translation-system","repo_url":"https://github.com/google/sentencepiece","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"googles-neural-machine-translation-system","repo_url":"https://github.com/guillaume-chevalier/HAR-stacked-residual-bidir-LSTMs","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"googles-neural-machine-translation-system","repo_url":"https://github.com/guillaume-chevalier/LSTM-Human-Activity-Recognition","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"googles-neural-machine-translation-system","repo_url":"https://github.com/kh-kim/simple-nmt","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"googles-neural-machine-translation-system","repo_url":"https://github.com/macco3k/deepstories","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"googles-neural-machine-translation-system","repo_url":"https://github.com/microsoft/BlingFire","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"googles-neural-machine-translation-system","repo_url":"https://github.com/nkjsy/Neural-Machine-Translation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"googles-neural-machine-translation-system","repo_url":"https://github.com/psunlpgroup/xsemplr","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"googles-neural-machine-translation-system","repo_url":"https://github.com/sfu-natlang/SFUTranslate","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"GPL-3.0"}},{"paper_slug":"googles-neural-machine-translation-system","repo_url":"https://github.com/sraj-whatdoesthedatasay/Capstone","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"googles-neural-machine-translation-system","repo_url":"https://github.com/vchopin/GNMT_v2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"mindspore","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"googles-neural-machine-translation-system","repo_url":"https://github.com/virsagothethird/Korean-English-translator","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"googles-neural-machine-translation-system","repo_url":"https://github.com/2023-MindSpore-1/ms-code-5/tree/main/gnmt_v2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"googles-neural-machine-translation-system","repo_url":"https://github.com/MindSpore-paper-code-3/code9/tree/main/gnmt_v2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"googles-neural-machine-translation-system","repo_url":"https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Translation/GNMT","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":null},{"paper_slug":"googles-neural-machine-translation-system","repo_url":"https://github.com/cui0523/Code6/tree/main/gnmt_v2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"googles-neural-machine-translation-system","repo_url":"https://github.com/dmlc/gluon-nlp","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mxnet","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"googles-neural-machine-translation-system","repo_url":"https://github.com/mindspore-ai/models/tree/master/official/nlp/gnmt_v2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null}],"tasks":[{"task_slug":"decoder","task_name":"Decoder"},{"task_slug":"machine-translation","task_name":"Machine Translation"},{"task_slug":"nmt","task_name":"NMT"},{"task_slug":"sentence","task_name":"Sentence"},{"task_slug":"translation","task_name":"Translation"}],"methods":[{"method_slug":"lstm","method_name":"LSTM"},{"method_slug":"speed","method_name":"SPEED"},{"method_slug":"sigmoid-activation","method_name":"Sigmoid Activation"},{"method_slug":"tanh-activation","method_name":"Tanh Activation"},{"method_slug":"wordpiece","method_name":"WordPiece"}],"datasets_introduced":[],"methods_introduced":[],"results":[{"leaderboard":"/sota/machine-translation-on-wmt2014-english-french","task":"Machine Translation","dataset":"WMT2014 English-French","model":"GNMT+RL","rank_in_archive_order":36,"of":57,"metrics":{"BLEU score":"39.9","Hardware Burden":"279G"},"uses_additional_data":false},{"leaderboard":"/sota/machine-translation-on-wmt2014-english-german","task":"Machine Translation","dataset":"WMT2014 English-German","model":"GNMT+RL","rank_in_archive_order":61,"of":91,"metrics":{"BLEU score":"26.3"},"uses_additional_data":false}],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1609.08144","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"1609.08144"}},"developers":"https://syntology.ai/developers","read_at":"2026-09-24T18:15:14+00:00","read_at_is":"when the build read Syntology's graph, not when any sample ran","claim":"Per-sample execution status on synthesized fixtures; not a correctness claim about the paper. Samples come from repositories linked to the paper, official or community; repo_kind says which.","repos":[{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/google/sentencepiece","reach":{"status":"ok","spdx":"Apache-2.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/Liut2016/stackedResBiLSTM","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/microsoft/BlingFire","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/nkjsy/Neural-Machine-Translation","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/ZHANG45/multi_gpu_seq2seq","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/guillaume-chevalier/HAR-stacked-residual-bidir-LSTMs","reach":{"status":"ok","spdx":"Apache-2.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/dmlc/gluon-nlp","reach":{"status":"ok","spdx":"Apache-2.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/virsagothethird/Korean-English-translator","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/sraj-whatdoesthedatasay/Capstone","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/mindspore-ai/models/tree/master/official/nlp/gnmt_v2","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/guillaume-chevalier/LSTM-Human-Activity-Recognition","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/cui0523/Code6/tree/main/gnmt_v2","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/macco3k/deepstories","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/psunlpgroup/xsemplr","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/Nirvanabc/seq2seq-rnn","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/2023-MindSpore-1/ms-code-5/tree/main/gnmt_v2","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/ChaiBapchya/mxnet-hardmax_machine_translation","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/MindSpore-paper-code-3/code9/tree/main/gnmt_v2","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/Automattic/wp-translate","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/davidsvaughn/dts-tf","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/VladimirV99/Automatic-Translation","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/sfu-natlang/SFUTranslate","reach":{"status":"ok","spdx":"GPL-3.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/facebookresearch/vizseq","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/vchopin/GNMT_v2","reach":{"status":"ok","spdx":"Apache-2.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/kh-kim/simple-nmt","reach":null}],"summary":{"ran":12,"ran_violates":2,"ran_draft_wrong":8,"ran_honours":1,"unverified":23},"by_repo_kind":{"listed":{"samples":46,"ran":23,"repositories":7}},"repo_kind_vocabulary":{"official":"The archive marks this repository official for the paper","named_in_paper":"The archive records that the paper mentions this repository; it is not marked official","listed":"In the archive's code links for this paper, not marked official and not recorded as mentioned in the paper","found_in_text":"Syntology found this repository in the paper's own text; whether it is the authors' implementation is not asserted","community":"Not in the archive's code links for this paper; a community repository Syntology harvested"},"n_pointer_only_for_licence":12,"samples":[{"code_sha256_prefix":"efc311adeb93a786","entry":"Attention","repo":"kh-kim/simple-nmt","repo_kind":"listed","path":"simple_nmt/models/seq2seq.py","file_url":"https://github.com/kh-kim/simple-nmt/blob/HEAD/simple_nmt/models/seq2seq.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"efc311adeb93a786"}},{"code_sha256_prefix":"95b1f6bdad5fb67b","entry":"AverageSpanExtractor","repo":"psunlpgroup/xsemplr","repo_kind":"listed","path":"model/seq2seqPTR/src/ptrbert.py","file_url":"https://github.com/psunlpgroup/xsemplr/blob/HEAD/model/seq2seqPTR/src/ptrbert.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"95b1f6bdad5fb67b"}},{"code_sha256_prefix":"229cf6fba4062cd9","entry":"BeamSearchNode","repo":"psunlpgroup/xsemplr","repo_kind":"listed","path":"model/seq2seqPTR/src/ptrbert.py","file_url":"https://github.com/psunlpgroup/xsemplr/blob/HEAD/model/seq2seqPTR/src/ptrbert.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"229cf6fba4062cd9"}},{"code_sha256_prefix":"1657da8312de365d","entry":"Decoder","repo":"ZHANG45/multi_gpu_seq2seq","repo_kind":"listed","path":"seq2seq2.py","file_url":"https://github.com/ZHANG45/multi_gpu_seq2seq/blob/HEAD/seq2seq2.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"1657da8312de365d"}},{"code_sha256_prefix":"50db89833b87dbe3","entry":"Encoder","repo":"ZHANG45/multi_gpu_seq2seq","repo_kind":"listed","path":"seq2seq2.py","file_url":"https://github.com/ZHANG45/multi_gpu_seq2seq/blob/HEAD/seq2seq2.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"50db89833b87dbe3"}},{"code_sha256_prefix":"2662a03f14c86a67","entry":"Encoder","repo":"kh-kim/simple-nmt","repo_kind":"listed","path":"simple_nmt/models/seq2seq.py","file_url":"https://github.com/kh-kim/simple-nmt/blob/HEAD/simple_nmt/models/seq2seq.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"2662a03f14c86a67"}},{"code_sha256_prefix":"0094511a1c6f0800","entry":"Generator","repo":"ZHANG45/multi_gpu_seq2seq","repo_kind":"listed","path":"seq2seq2.py","file_url":"https://github.com/ZHANG45/multi_gpu_seq2seq/blob/HEAD/seq2seq2.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"0094511a1c6f0800"}},{"code_sha256_prefix":"78edbd2119371df3","entry":"Generator","repo":"psunlpgroup/xsemplr","repo_kind":"listed","path":"model/seq2seqPTR/src/ptrbert.py","file_url":"https://github.com/psunlpgroup/xsemplr/blob/HEAD/model/seq2seqPTR/src/ptrbert.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"78edbd2119371df3"}},{"code_sha256_prefix":"f7231b6041ba6ab3","entry":"Generator","repo":"kh-kim/simple-nmt","repo_kind":"listed","path":"simple_nmt/models/seq2seq.py","file_url":"https://github.com/kh-kim/simple-nmt/blob/HEAD/simple_nmt/models/seq2seq.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"f7231b6041ba6ab3"}},{"code_sha256_prefix":"73e4f0852349e7bc","entry":"LabelSmoothing","repo":"psunlpgroup/xsemplr","repo_kind":"listed","path":"model/seq2seqPTR/src/ptrbert.py","file_url":"https://github.com/psunlpgroup/xsemplr/blob/HEAD/model/seq2seqPTR/src/ptrbert.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"73e4f0852349e7bc"}},{"code_sha256_prefix":"92bf320d3ebcecdb","entry":"Seq2Seq","repo":"ZHANG45/multi_gpu_seq2seq","repo_kind":"listed","path":"seq2seq2.py","file_url":"https://github.com/ZHANG45/multi_gpu_seq2seq/blob/HEAD/seq2seq2.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"92bf320d3ebcecdb"}},{"code_sha256_prefix":"1475ad8d2eb28cde","entry":"SimpleLossCompute","repo":"psunlpgroup/xsemplr","repo_kind":"listed","path":"model/seq2seqPTR/src/ptrbert.py","file_url":"https://github.com/psunlpgroup/xsemplr/blob/HEAD/model/seq2seqPTR/src/ptrbert.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"1475ad8d2eb28cde"}},{"code_sha256_prefix":"b9cb323bd3d025b6","entry":"_inverse_indices","repo":"ZHANG45/multi_gpu_seq2seq","repo_kind":"listed","path":"seq2seq2.py","file_url":"https://github.com/ZHANG45/multi_gpu_seq2seq/blob/HEAD/seq2seq2.py","link_basis":"first_harvest_node","language":"python","status":"ran_violates","verification_level":1,"contract_check":"VIOLATES","metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"b9cb323bd3d025b6"}},{"code_sha256_prefix":"51522955ae4c222d","entry":"attention","repo":"psunlpgroup/xsemplr","repo_kind":"listed","path":"model/seq2seqPTR/src/ptrbert.py","file_url":"https://github.com/psunlpgroup/xsemplr/blob/HEAD/model/seq2seqPTR/src/ptrbert.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"51522955ae4c222d"}},{"code_sha256_prefix":"a2dd9c360300df18","entry":"batched_index_select","repo":"psunlpgroup/xsemplr","repo_kind":"listed","path":"model/seq2seqPTR/src/ptrbert.py","file_url":"https://github.com/psunlpgroup/xsemplr/blob/HEAD/model/seq2seqPTR/src/ptrbert.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"a2dd9c360300df18"}},{"code_sha256_prefix":"1923fc05163d207d","entry":"convert_to_unicode","repo":"microsoft/BlingFire","repo_kind":"listed","path":"ldbsrc/bert_base_tok/tokenization.py","file_url":"https://github.com/microsoft/BlingFire/blob/HEAD/ldbsrc/bert_base_tok/tokenization.py","link_basis":"harvester_set","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"1923fc05163d207d"}},{"code_sha256_prefix":"cb8ba397b1c9bfd6","entry":"define_model","repo":"virsagothethird/Korean-English-translator","repo_kind":"listed","path":"src/helpme_spa.py","file_url":"https://github.com/virsagothethird/Korean-English-translator/blob/HEAD/src/helpme_spa.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"cb8ba397b1c9bfd6"}},{"code_sha256_prefix":"aacb87756629bdb1","entry":"flatten_and_batch_shift_indices","repo":"psunlpgroup/xsemplr","repo_kind":"listed","path":"model/seq2seqPTR/src/ptrbert.py","file_url":"https://github.com/psunlpgroup/xsemplr/blob/HEAD/model/seq2seqPTR/src/ptrbert.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"aacb87756629bdb1"}},{"code_sha256_prefix":"68cef9d2b09ab819","entry":"get_range_vector","repo":"psunlpgroup/xsemplr","repo_kind":"listed","path":"model/seq2seqPTR/src/ptrbert.py","file_url":"https://github.com/psunlpgroup/xsemplr/blob/HEAD/model/seq2seqPTR/src/ptrbert.py","link_basis":"first_harvest_node","language":"python","status":"ran_honours","verification_level":1,"contract_check":"HONOURS","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"68cef9d2b09ab819"}},{"code_sha256_prefix":"42fb56ded96dd10a","entry":"masked_softmax","repo":"psunlpgroup/xsemplr","repo_kind":"listed","path":"model/seq2seqPTR/src/ptrbert.py","file_url":"https://github.com/psunlpgroup/xsemplr/blob/HEAD/model/seq2seqPTR/src/ptrbert.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"42fb56ded96dd10a"}},{"code_sha256_prefix":"c8d5e6a10689e5b6","entry":"relu_fc","repo":"Liut2016/stackedResBiLSTM","repo_kind":"listed","path":"lstm_architecture.py","file_url":"https://github.com/Liut2016/stackedResBiLSTM/blob/HEAD/lstm_architecture.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"c8d5e6a10689e5b6"}},{"code_sha256_prefix":"2d9b2960c6f86b29","entry":"subsequent_mask","repo":"psunlpgroup/xsemplr","repo_kind":"listed","path":"model/seq2seqPTR/src/ptrbert.py","file_url":"https://github.com/psunlpgroup/xsemplr/blob/HEAD/model/seq2seqPTR/src/ptrbert.py","link_basis":"first_harvest_node","language":"python","status":"ran_violates","verification_level":1,"contract_check":"VIOLATES","metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"2d9b2960c6f86b29"}},{"code_sha256_prefix":"d3a5188111b2f502","entry":"weighted_sum","repo":"psunlpgroup/xsemplr","repo_kind":"listed","path":"model/seq2seqPTR/src/ptrbert.py","file_url":"https://github.com/psunlpgroup/xsemplr/blob/HEAD/model/seq2seqPTR/src/ptrbert.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"d3a5188111b2f502"}},{"code_sha256_prefix":"e60bd6d0b1cb5dc5","entry":"Attention","repo":"ZHANG45/multi_gpu_seq2seq","repo_kind":"listed","path":"seq2seq2.py","file_url":"https://github.com/ZHANG45/multi_gpu_seq2seq/blob/HEAD/seq2seq2.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"e60bd6d0b1cb5dc5"}},{"code_sha256_prefix":"5a04587ca39fc628","entry":"Decoder","repo":"kh-kim/simple-nmt","repo_kind":"listed","path":"simple_nmt/models/seq2seq.py","file_url":"https://github.com/kh-kim/simple-nmt/blob/HEAD/simple_nmt/models/seq2seq.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"5a04587ca39fc628"}},{"code_sha256_prefix":"b896419ba0888f61","entry":"PtrBART","repo":"psunlpgroup/xsemplr","repo_kind":"listed","path":"model/seq2seqPTR/src/ptrbert.py","file_url":"https://github.com/psunlpgroup/xsemplr/blob/HEAD/model/seq2seqPTR/src/ptrbert.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"b896419ba0888f61"}},{"code_sha256_prefix":"14b02b13476db551","entry":"Seq2Seq","repo":"kh-kim/simple-nmt","repo_kind":"listed","path":"simple_nmt/models/seq2seq.py","file_url":"https://github.com/kh-kim/simple-nmt/blob/HEAD/simple_nmt/models/seq2seq.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"14b02b13476db551"}},{"code_sha256_prefix":"a30358b17cf7f25f","entry":"batch_norm","repo":"Liut2016/stackedResBiLSTM","repo_kind":"listed","path":"lstm_architecture.py","file_url":"https://github.com/Liut2016/stackedResBiLSTM/blob/HEAD/lstm_architecture.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"a30358b17cf7f25f"}},{"code_sha256_prefix":"9adcd571f14c4937","entry":"beam_decode_spider","repo":"psunlpgroup/xsemplr","repo_kind":"listed","path":"model/seq2seqPTR/src/ptrbert.py","file_url":"https://github.com/psunlpgroup/xsemplr/blob/HEAD/model/seq2seqPTR/src/ptrbert.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"9adcd571f14c4937"}},{"code_sha256_prefix":"3847ef05ef574aca","entry":"bi_LSTM_cell","repo":"Liut2016/stackedResBiLSTM","repo_kind":"listed","path":"lstm_architecture.py","file_url":"https://github.com/Liut2016/stackedResBiLSTM/blob/HEAD/lstm_architecture.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"3847ef05ef574aca"}},{"code_sha256_prefix":"74356079aa5fa20e","entry":"is_bert_chinese","repo":"microsoft/BlingFire","repo_kind":"listed","path":"ldbsrc/bert_multi_cased/generate_letters_from_vocab.py","file_url":"https://github.com/microsoft/BlingFire/blob/HEAD/ldbsrc/bert_multi_cased/generate_letters_from_vocab.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"74356079aa5fa20e"}},{"code_sha256_prefix":"a02d7706aacf6eee","entry":"is_letter","repo":"microsoft/BlingFire","repo_kind":"listed","path":"ldbsrc/bert_multi_cased/generate_letters_from_vocab.py","file_url":"https://github.com/microsoft/BlingFire/blob/HEAD/ldbsrc/bert_multi_cased/generate_letters_from_vocab.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"a02d7706aacf6eee"}},{"code_sha256_prefix":"ff83ccc8b0b6462d","entry":"load_vocab","repo":"microsoft/BlingFire","repo_kind":"listed","path":"ldbsrc/bert_base_tok/tokenization.py","file_url":"https://github.com/microsoft/BlingFire/blob/HEAD/ldbsrc/bert_base_tok/tokenization.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"ff83ccc8b0b6462d"}},{"code_sha256_prefix":"0297d56cefe7364c","entry":"my_hex","repo":"microsoft/BlingFire","repo_kind":"listed","path":"ldbsrc/bert_multi_cased/generate_letters_from_vocab.py","file_url":"https://github.com/microsoft/BlingFire/blob/HEAD/ldbsrc/bert_multi_cased/generate_letters_from_vocab.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"0297d56cefe7364c"}},{"code_sha256_prefix":"2b8a63bd4c5ab5e4","entry":"norm_shape","repo":"guillaume-chevalier/HAR-stacked-residual-bidir-LSTMs","repo_kind":"listed","path":"sliding_window.py","file_url":"https://github.com/guillaume-chevalier/HAR-stacked-residual-bidir-LSTMs/blob/HEAD/sliding_window.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"2b8a63bd4c5ab5e4"}},{"code_sha256_prefix":"6e673eab8521b6e5","entry":"parse_range","repo":"microsoft/BlingFire","repo_kind":"listed","path":"ldbsrc/bert_base_tok/range_minus.py","file_url":"https://github.com/microsoft/BlingFire/blob/HEAD/ldbsrc/bert_base_tok/range_minus.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"6e673eab8521b6e5"}},{"code_sha256_prefix":"0ab68692161c1470","entry":"parse_range","repo":"microsoft/BlingFire","repo_kind":"listed","path":"ldbsrc/bert_multi_cased/regexrangeparse.py","file_url":"https://github.com/microsoft/BlingFire/blob/HEAD/ldbsrc/bert_multi_cased/regexrangeparse.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"0ab68692161c1470"}},{"code_sha256_prefix":"0e5615f8994003cf","entry":"printable_text","repo":"microsoft/BlingFire","repo_kind":"listed","path":"ldbsrc/bert_base_tok/tokenization.py","file_url":"https://github.com/microsoft/BlingFire/blob/HEAD/ldbsrc/bert_base_tok/tokenization.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"0e5615f8994003cf"}},{"code_sha256_prefix":"c39c0d4e280c8846","entry":"residual_bidirectional_LSTM_layers","repo":"Liut2016/stackedResBiLSTM","repo_kind":"listed","path":"lstm_architecture.py","file_url":"https://github.com/Liut2016/stackedResBiLSTM/blob/HEAD/lstm_architecture.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"c39c0d4e280c8846"}},{"code_sha256_prefix":"4ef5a73a2f158b4e","entry":"serialize_range","repo":"microsoft/BlingFire","repo_kind":"listed","path":"ldbsrc/bert_base_tok/range_minus.py","file_url":"https://github.com/microsoft/BlingFire/blob/HEAD/ldbsrc/bert_base_tok/range_minus.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"4ef5a73a2f158b4e"}},{"code_sha256_prefix":"1355f61e60faddd2","entry":"serialize_range","repo":"microsoft/BlingFire","repo_kind":"listed","path":"ldbsrc/bert_multi_cased/regexrangeparse.py","file_url":"https://github.com/microsoft/BlingFire/blob/HEAD/ldbsrc/bert_multi_cased/regexrangeparse.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"1355f61e60faddd2"}},{"code_sha256_prefix":"317abb01a23f7133","entry":"single_LSTM_cell","repo":"Liut2016/stackedResBiLSTM","repo_kind":"listed","path":"lstm_architecture.py","file_url":"https://github.com/Liut2016/stackedResBiLSTM/blob/HEAD/lstm_architecture.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"317abb01a23f7133"}},{"code_sha256_prefix":"ffb489e2974384e9","entry":"sliding_window","repo":"guillaume-chevalier/HAR-stacked-residual-bidir-LSTMs","repo_kind":"listed","path":"sliding_window.py","file_url":"https://github.com/guillaume-chevalier/HAR-stacked-residual-bidir-LSTMs/blob/HEAD/sliding_window.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"ffb489e2974384e9"}},{"code_sha256_prefix":"4293ac7fb9af9f5a","entry":"subtract_range","repo":"microsoft/BlingFire","repo_kind":"listed","path":"ldbsrc/bert_base_tok/range_minus.py","file_url":"https://github.com/microsoft/BlingFire/blob/HEAD/ldbsrc/bert_base_tok/range_minus.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"4293ac7fb9af9f5a"}},{"code_sha256_prefix":"c1e5731a39dcacd5","entry":"subtract_range","repo":"microsoft/BlingFire","repo_kind":"listed","path":"ldbsrc/bert_multi_cased/regexrangeparse.py","file_url":"https://github.com/microsoft/BlingFire/blob/HEAD/ldbsrc/bert_multi_cased/regexrangeparse.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"c1e5731a39dcacd5"}},{"code_sha256_prefix":"ff133510dfb28e8a","entry":"token2regexp","repo":"microsoft/BlingFire","repo_kind":"listed","path":"ldbsrc/bert_base_cased_tok/vocab_to_fa_lex.py","file_url":"https://github.com/microsoft/BlingFire/blob/HEAD/ldbsrc/bert_base_cased_tok/vocab_to_fa_lex.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"ff133510dfb28e8a"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}