{"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/unsupervised-data-augmentation-1","title":"Unsupervised Data Augmentation for Consistency Training","arxiv_id":"1904.12848","date":"2019-04-29","proceeding":"NeurIPS 2020 12","authors":["Qizhe Xie","Zihang Dai","Eduard Hovy","Minh-Thang Luong","Quoc V. Le"],"abstract":"Semi-supervised learning lately has shown much promise in improving deep learning models when labeled data is scarce. Common among recent approaches is the use of consistency training on a large amount of unlabeled data to constrain model predictions to be invariant to input noise. In this work, we present a new perspective on how to effectively noise unlabeled examples and argue that the quality of noising, specifically those produced by advanced data augmentation methods, plays a crucial role in semi-supervised learning. By substituting simple noising operations with advanced data augmentation methods such as RandAugment and back-translation, our method brings substantial improvements across six language and three vision tasks under the same consistency training framework. On the IMDb text classification dataset, with only 20 labeled examples, our method achieves an error rate of 4.20, outperforming the state-of-the-art model trained on 25,000 labeled examples. On a standard semi-supervised learning benchmark, CIFAR-10, our method outperforms all previous approaches and achieves an error rate of 5.43 with only 250 examples. Our method also combines well with transfer learning, e.g., when finetuning from BERT, and yields improvements in high-data regime, such as ImageNet, whether when there is only 10% labeled data or when a full labeled set with 1.3M extra unlabeled examples is used. Code is available at https://github.com/google-research/uda.","url_abs":"https://arxiv.org/abs/1904.12848v6","url_pdf":"https://arxiv.org/pdf/1904.12848v6.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":"unsupervised-data-augmentation-1","repo_url":"https://github.com/google-research/uda","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"tf","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"unsupervised-data-augmentation-1","repo_url":"https://github.com/A-Telfer/AugKey","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":null},{"paper_slug":"unsupervised-data-augmentation-1","repo_url":"https://github.com/ChingHuanChiu/sensitive","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"unsupervised-data-augmentation-1","repo_url":"https://github.com/PaulEmmanuelSotir/DeepCV","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"unsupervised-data-augmentation-1","repo_url":"https://github.com/PhamNguyen97/TSA_pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"unsupervised-data-augmentation-1","repo_url":"https://github.com/PhamQuocHuy1101/UDA-Image-classification","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"unsupervised-data-augmentation-1","repo_url":"https://github.com/SanghunYun/UDA_pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"unsupervised-data-augmentation-1","repo_url":"https://github.com/SaraAmd/Semi-Supervised-Learning","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"unsupervised-data-augmentation-1","repo_url":"https://github.com/bhacquin/UDA_pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"unsupervised-data-augmentation-1","repo_url":"https://github.com/ildoonet/unsupervised-data-augmentation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"unsupervised-data-augmentation-1","repo_url":"https://github.com/joannayu25/NLP_Project_MIDS-W266","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"unsupervised-data-augmentation-1","repo_url":"https://github.com/kekmodel/UDA-pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"unsupervised-data-augmentation-1","repo_url":"https://github.com/lantgabor/Unsupervised-Data-Augmentation-PyTorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"unsupervised-data-augmentation-1","repo_url":"https://github.com/leblancdaniel/paraphraser","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"unsupervised-data-augmentation-1","repo_url":"https://github.com/mrvoh/meta_learning_multilingual_doc_classification","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"unsupervised-data-augmentation-1","repo_url":"https://github.com/peisuke/UnsupervisedDataAugmentation.pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"unsupervised-data-augmentation-1","repo_url":"https://github.com/rwbfd/OpenCompetitionV2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"GPL-3.0"}},{"paper_slug":"unsupervised-data-augmentation-1","repo_url":"https://github.com/tomgoter/nlp_finalproject","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"unsupervised-data-augmentation-1","repo_url":"https://github.com/uizard-technologies/realmix","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"unsupervised-data-augmentation-1","repo_url":"https://github.com/sud0301/my_uda_pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":{"status":"ok"}}],"tasks":[{"task_slug":"data-augmentation","task_name":"Data Augmentation"},{"task_slug":"image-augmentation","task_name":"Image Augmentation"},{"task_slug":"image-classification","task_name":"Image Classification"},{"task_slug":"semi-supervised-image-classification","task_name":"Semi-Supervised Image Classification"},{"task_slug":"sentiment-analysis","task_name":"Sentiment Analysis"},{"task_slug":"text-classification","task_name":"Text Classification"},{"task_slug":"transfer-learning","task_name":"Transfer Learning"}],"methods":[{"method_slug":"1x1-convolution","method_name":"1x1 Convolution"},{"method_slug":"adam","method_name":"Adam"},{"method_slug":"attention","method_name":"Attention"},{"method_slug":"attention-dropout","method_name":"Attention Dropout"},{"method_slug":"average-pooling","method_name":"Average Pooling"},{"method_slug":"bert","method_name":"BERT"},{"method_slug":"batch-normalization","method_name":"Batch Normalization"},{"method_slug":"bottleneck-residual-block","method_name":"Bottleneck Residual Block"},{"method_slug":"convolution","method_name":"Convolution"},{"method_slug":"dense-connections","method_name":"Dense Connections"},{"method_slug":"dropout","method_name":"Dropout"},{"method_slug":"global-average-pooling","method_name":"Global Average Pooling"},{"method_slug":"kaiming-initialization","method_name":"Kaiming Initialization"},{"method_slug":"layer-normalization","method_name":"Layer Normalization"},{"method_slug":"linear-layer","method_name":"Linear Layer"},{"method_slug":"linear-warmup-with-linear-decay","method_name":"Linear Warmup With Linear Decay"},{"method_slug":"max-pooling","method_name":"Max Pooling"},{"method_slug":"multi-head-attention","method_name":"Multi-Head Attention"},{"method_slug":"relu","method_name":"ReLU"},{"method_slug":"residual-block","method_name":"Residual Block"},{"method_slug":"residual-connection","method_name":"Residual Connection"},{"method_slug":"softmax","method_name":"Softmax"},{"method_slug":"weight-decay","method_name":"Weight Decay"},{"method_slug":"wordpiece","method_name":"WordPiece"}],"datasets_introduced":[],"methods_introduced":[],"results":[{"leaderboard":"/sota/image-classification-on-imagenet","task":"Image Classification","dataset":"ImageNet","model":"ResNet-50 (UDA)","rank_in_archive_order":786,"of":1060,"metrics":{"Top 1 Accuracy":"79.04%"},"uses_additional_data":false},{"leaderboard":"/sota/semi-supervised-image-classification-on-cifar","task":"Semi-Supervised Image Classification","dataset":"CIFAR-10, 4000 Labels","model":"UDA","rank_in_archive_order":25,"of":49,"metrics":{"Percentage error":"5.27"},"uses_additional_data":false},{"leaderboard":"/sota/semi-supervised-image-classification-on-2","task":"Semi-Supervised Image Classification","dataset":"ImageNet - 10% labeled data","model":"UDA","rank_in_archive_order":55,"of":75,"metrics":{"Top 5 Accuracy":"88.52"},"uses_additional_data":false},{"leaderboard":"/sota/semi-supervised-image-classification-on-svhn","task":"Semi-Supervised Image Classification","dataset":"SVHN, 1000 labels","model":"UDA","rank_in_archive_order":5,"of":17,"metrics":{"Accuracy":"97.54"},"uses_additional_data":false},{"leaderboard":"/sota/sentiment-analysis-on-amazon-review-full","task":"Sentiment Analysis","dataset":"Amazon Review Full","model":"BERT large","rank_in_archive_order":1,"of":9,"metrics":{"Accuracy":"65.83"},"uses_additional_data":false},{"leaderboard":"/sota/sentiment-analysis-on-amazon-review-full","task":"Sentiment Analysis","dataset":"Amazon Review Full","model":"BERT large finetune UDA","rank_in_archive_order":4,"of":9,"metrics":{"Accuracy":"62.88"},"uses_additional_data":false},{"leaderboard":"/sota/sentiment-analysis-on-amazon-review-polarity","task":"Sentiment Analysis","dataset":"Amazon Review Polarity","model":"BERT large","rank_in_archive_order":1,"of":9,"metrics":{"Accuracy":"97.37"},"uses_additional_data":false},{"leaderboard":"/sota/sentiment-analysis-on-amazon-review-polarity","task":"Sentiment Analysis","dataset":"Amazon Review Polarity","model":"BERT large finetune UDA","rank_in_archive_order":3,"of":9,"metrics":{"Accuracy":"96.5"},"uses_additional_data":false},{"leaderboard":"/sota/sentiment-analysis-on-imdb","task":"Sentiment Analysis","dataset":"IMDb","model":"BERT large finetune UDA","rank_in_archive_order":10,"of":49,"metrics":{"Accuracy":"95.8"},"uses_additional_data":true},{"leaderboard":"/sota/sentiment-analysis-on-imdb","task":"Sentiment Analysis","dataset":"IMDb","model":"BERT large","rank_in_archive_order":15,"of":49,"metrics":{"Accuracy":"95.49"},"uses_additional_data":false},{"leaderboard":"/sota/sentiment-analysis-on-yelp-binary","task":"Sentiment Analysis","dataset":"Yelp Binary classification","model":"BERT large","rank_in_archive_order":4,"of":20,"metrics":{"Error":"1.89"},"uses_additional_data":false},{"leaderboard":"/sota/sentiment-analysis-on-yelp-binary","task":"Sentiment Analysis","dataset":"Yelp Binary classification","model":"BERT large finetune UDA","rank_in_archive_order":6,"of":20,"metrics":{"Error":"2.05"},"uses_additional_data":false},{"leaderboard":"/sota/sentiment-analysis-on-yelp-fine-grained","task":"Sentiment Analysis","dataset":"Yelp Fine-grained classification","model":"BERT large","rank_in_archive_order":3,"of":17,"metrics":{"Error":"29.32"},"uses_additional_data":false},{"leaderboard":"/sota/sentiment-analysis-on-yelp-fine-grained","task":"Sentiment Analysis","dataset":"Yelp Fine-grained classification","model":"BERT large finetune UDA","rank_in_archive_order":8,"of":17,"metrics":{"Error":"32.08"},"uses_additional_data":false},{"leaderboard":"/sota/text-classification-on-amazon-2","task":"Text Classification","dataset":"Amazon-2","model":"BERT Finetune + UDA","rank_in_archive_order":2,"of":4,"metrics":{"Error":"3.5"},"uses_additional_data":false},{"leaderboard":"/sota/text-classification-on-amazon-5","task":"Text Classification","dataset":"Amazon-5","model":"BERT Finetune + UDA","rank_in_archive_order":3,"of":3,"metrics":{"Error":"37.12"},"uses_additional_data":false},{"leaderboard":"/sota/text-classification-on-dbpedia","task":"Text Classification","dataset":"DBpedia","model":"BERT large","rank_in_archive_order":3,"of":21,"metrics":{"Error":"0.68"},"uses_additional_data":false},{"leaderboard":"/sota/text-classification-on-dbpedia","task":"Text Classification","dataset":"DBpedia","model":"BERT large UDA","rank_in_archive_order":14,"of":21,"metrics":{"Error":"1.09"},"uses_additional_data":false},{"leaderboard":"/sota/text-classification-on-yelp-2","task":"Text Classification","dataset":"Yelp-2","model":"BERT Finetune + UDA","rank_in_archive_order":3,"of":5,"metrics":{"Accuracy":"97.95%"},"uses_additional_data":false},{"leaderboard":"/sota/text-classification-on-yelp-5","task":"Text Classification","dataset":"Yelp-5","model":"BERT Finetune + UDA","rank_in_archive_order":6,"of":7,"metrics":{"Accuracy":"67.92%"},"uses_additional_data":false}],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1904.12848","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"1904.12848"}},"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/tomgoter/nlp_finalproject","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/bhacquin/UDA_pytorch","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/leblancdaniel/paraphraser","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/A-Telfer/AugKey","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/ildoonet/unsupervised-data-augmentation","reach":{"status":"ok","spdx":"Apache-2.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/sud0301/my_uda_pytorch","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/SanghunYun/UDA_pytorch","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/rwbfd/OpenCompetitionV2","reach":{"status":"ok","spdx":"GPL-3.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/PhamNguyen97/TSA_pytorch","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/joannayu25/NLP_Project_MIDS-W266","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/ChingHuanChiu/sensitive","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/peisuke/UnsupervisedDataAugmentation.pytorch","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/PhamQuocHuy1101/UDA-Image-classification","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/mrvoh/meta_learning_multilingual_doc_classification","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/kekmodel/UDA-pytorch","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/uizard-technologies/realmix","reach":{"status":"ok","spdx":"Apache-2.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/google-research/uda","reach":{"status":"ok","spdx":"Apache-2.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/PaulEmmanuelSotir/DeepCV","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/SaraAmd/Semi-Supervised-Learning","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/lantgabor/Unsupervised-Data-Augmentation-PyTorch","reach":null}],"summary":{"ran":7,"ran_fixture":4,"ran_draft_wrong":4,"unverified":37},"by_repo_kind":{"official":{"samples":24,"ran":0,"repositories":1},"listed":{"samples":28,"ran":15,"repositories":11}},"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":9,"samples":[{"code_sha256_prefix":"9355efdc819d943e","entry":"AverageMeter","repo":"lantgabor/Unsupervised-Data-Augmentation-PyTorch","repo_kind":"listed","path":"UDA.py","file_url":"https://github.com/lantgabor/Unsupervised-Data-Augmentation-PyTorch/blob/HEAD/UDA.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"9355efdc819d943e"}},{"code_sha256_prefix":"36741a983d72bd68","entry":"MagnitudePolicy","repo":"A-Telfer/AugKey","repo_kind":"listed","path":"augkey/randaug.py","file_url":"https://github.com/A-Telfer/AugKey/blob/HEAD/augkey/randaug.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"36741a983d72bd68"}},{"code_sha256_prefix":"1a1dcc06f81c3c75","entry":"RGB2RGBA","repo":"SaraAmd/Semi-Supervised-Learning","repo_kind":"listed","path":"ssl_lib/augmentation/augmentation_class.py","file_url":"https://github.com/SaraAmd/Semi-Supervised-Learning/blob/HEAD/ssl_lib/augmentation/augmentation_class.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"well_formed","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"1a1dcc06f81c3c75"}},{"code_sha256_prefix":"5722c1e755019115","entry":"RandAugment","repo":"A-Telfer/AugKey","repo_kind":"listed","path":"augkey/randaug.py","file_url":"https://github.com/A-Telfer/AugKey/blob/HEAD/augkey/randaug.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"5722c1e755019115"}},{"code_sha256_prefix":"b92936d1f2ac3e6c","entry":"ShearX","repo":"ildoonet/unsupervised-data-augmentation","repo_kind":"listed","path":"augmentations.py","file_url":"https://github.com/ildoonet/unsupervised-data-augmentation/blob/HEAD/augmentations.py","link_basis":"harvester_set","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":"well_formed","behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"b92936d1f2ac3e6c"}},{"code_sha256_prefix":"008c64b77c4ae4c9","entry":"ShearY","repo":"ildoonet/unsupervised-data-augmentation","repo_kind":"listed","path":"augmentations.py","file_url":"https://github.com/ildoonet/unsupervised-data-augmentation/blob/HEAD/augmentations.py","link_basis":"harvester_set","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":"well_formed","behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"008c64b77c4ae4c9"}},{"code_sha256_prefix":"ab50d5bbcf589623","entry":"TranslateX","repo":"ildoonet/unsupervised-data-augmentation","repo_kind":"listed","path":"augmentations.py","file_url":"https://github.com/ildoonet/unsupervised-data-augmentation/blob/HEAD/augmentations.py","link_basis":"harvester_set","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":"well_formed","behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"ab50d5bbcf589623"}},{"code_sha256_prefix":"e69c03b0ebf8765a","entry":"UDALoss","repo":"peisuke/UnsupervisedDataAugmentation.pytorch","repo_kind":"listed","path":"train_CIFAR10.py","file_url":"https://github.com/peisuke/UnsupervisedDataAugmentation.pytorch/blob/HEAD/train_CIFAR10.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"e69c03b0ebf8765a"}},{"code_sha256_prefix":"00e569acd6b45ef0","entry":"conv3x3","repo":"ildoonet/unsupervised-data-augmentation","repo_kind":"listed","path":"networks/wideresnet.py","file_url":"https://github.com/ildoonet/unsupervised-data-augmentation/blob/HEAD/networks/wideresnet.py","link_basis":"harvester_set","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"00e569acd6b45ef0"}},{"code_sha256_prefix":"df213afe1b71adfd","entry":"convert_examplesUDA_to_features","repo":"bhacquin/UDA_pytorch","repo_kind":"listed","path":"run_uda.py","file_url":"https://github.com/bhacquin/UDA_pytorch/blob/HEAD/run_uda.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":"df213afe1b71adfd"}},{"code_sha256_prefix":"40d3c39a403ae1f7","entry":"float_parameter","repo":"ildoonet/unsupervised-data-augmentation","repo_kind":"listed","path":"archive.py","file_url":"https://github.com/ildoonet/unsupervised-data-augmentation/blob/HEAD/archive.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"40d3c39a403ae1f7"}},{"code_sha256_prefix":"bfec53e668f92651","entry":"get_unsupervised_loss","repo":"PhamQuocHuy1101/UDA-Image-classification","repo_kind":"listed","path":"engine.py","file_url":"https://github.com/PhamQuocHuy1101/UDA-Image-classification/blob/HEAD/engine.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"bfec53e668f92651"}},{"code_sha256_prefix":"7900a3a6deef908b","entry":"int_parameter","repo":"ildoonet/unsupervised-data-augmentation","repo_kind":"listed","path":"archive.py","file_url":"https://github.com/ildoonet/unsupervised-data-augmentation/blob/HEAD/archive.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"7900a3a6deef908b"}},{"code_sha256_prefix":"64a6c97a5657e37a","entry":"replace_with_length_check","repo":"joannayu25/NLP_Project_MIDS-W266","repo_kind":"listed","path":"augmentation/sent_level_augment.py","file_url":"https://github.com/joannayu25/NLP_Project_MIDS-W266/blob/HEAD/augmentation/sent_level_augment.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"64a6c97a5657e37a"}},{"code_sha256_prefix":"a359f54f3b9012c2","entry":"uda_train","repo":"lantgabor/Unsupervised-Data-Augmentation-PyTorch","repo_kind":"listed","path":"UDA.py","file_url":"https://github.com/lantgabor/Unsupervised-Data-Augmentation-PyTorch/blob/HEAD/UDA.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"a359f54f3b9012c2"}},{"code_sha256_prefix":"e46d15e93318b254","entry":"Classifier","repo":"SanghunYun/UDA_pytorch","repo_kind":"listed","path":"models.py","file_url":"https://github.com/SanghunYun/UDA_pytorch/blob/HEAD/models.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":"e46d15e93318b254"}},{"code_sha256_prefix":"b9d05e119e47da9f","entry":"RandAugment","repo":"SaraAmd/Semi-Supervised-Learning","repo_kind":"listed","path":"ssl_lib/augmentation/augmentation_class.py","file_url":"https://github.com/SaraAmd/Semi-Supervised-Learning/blob/HEAD/ssl_lib/augmentation/augmentation_class.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":"b9d05e119e47da9f"}},{"code_sha256_prefix":"41b7d839c5008446","entry":"ReduceChannelwithNormalize","repo":"SaraAmd/Semi-Supervised-Learning","repo_kind":"listed","path":"ssl_lib/augmentation/augmentation_class.py","file_url":"https://github.com/SaraAmd/Semi-Supervised-Learning/blob/HEAD/ssl_lib/augmentation/augmentation_class.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":"41b7d839c5008446"}},{"code_sha256_prefix":"3458a17eb1c6c95f","entry":"StrongAugmentation","repo":"SaraAmd/Semi-Supervised-Learning","repo_kind":"listed","path":"ssl_lib/augmentation/augmentation_class.py","file_url":"https://github.com/SaraAmd/Semi-Supervised-Learning/blob/HEAD/ssl_lib/augmentation/augmentation_class.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":"3458a17eb1c6c95f"}},{"code_sha256_prefix":"3ccb35170e45f022","entry":"accuracy","repo":"ildoonet/unsupervised-data-augmentation","repo_kind":"listed","path":"metrics.py","file_url":"https://github.com/ildoonet/unsupervised-data-augmentation/blob/HEAD/metrics.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":"3ccb35170e45f022"}},{"code_sha256_prefix":"cbc36864ed1d2c42","entry":"argsort","repo":"ildoonet/unsupervised-data-augmentation","repo_kind":"listed","path":"samplers/stratified_sampler.py","file_url":"https://github.com/ildoonet/unsupervised-data-augmentation/blob/HEAD/samplers/stratified_sampler.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":"cbc36864ed1d2c42"}},{"code_sha256_prefix":"2f093dc1c7296f6c","entry":"back_translation","repo":"joannayu25/NLP_Project_MIDS-W266","repo_kind":"listed","path":"augmentation/sent_level_augment.py","file_url":"https://github.com/joannayu25/NLP_Project_MIDS-W266/blob/HEAD/augmentation/sent_level_augment.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":"2f093dc1c7296f6c"}},{"code_sha256_prefix":"63d1e64fcc8da86a","entry":"bert_attention","repo":"google-research/uda","repo_kind":"official","path":"text/bert/modeling.py","file_url":"https://github.com/google-research/uda/blob/HEAD/text/bert/modeling.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":"63d1e64fcc8da86a"}},{"code_sha256_prefix":"4cd09bb78a67af39","entry":"bert_embedding","repo":"google-research/uda","repo_kind":"official","path":"text/bert/modeling.py","file_url":"https://github.com/google-research/uda/blob/HEAD/text/bert/modeling.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":"4cd09bb78a67af39"}},{"code_sha256_prefix":"b041de8f4abb1b10","entry":"bert_pooler","repo":"google-research/uda","repo_kind":"official","path":"text/bert/modeling.py","file_url":"https://github.com/google-research/uda/blob/HEAD/text/bert/modeling.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":"b041de8f4abb1b10"}},{"code_sha256_prefix":"98430a824c0f53a8","entry":"build_vocab","repo":"google-research/uda","repo_kind":"official","path":"text/preprocess.py","file_url":"https://github.com/google-research/uda/blob/HEAD/text/preprocess.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":"98430a824c0f53a8"}},{"code_sha256_prefix":"914d0b8791ca87d0","entry":"construct_scalar_host_call","repo":"google-research/uda","repo_kind":"official","path":"image/utils.py","file_url":"https://github.com/google-research/uda/blob/HEAD/image/utils.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":"914d0b8791ca87d0"}},{"code_sha256_prefix":"a7723bf702941670","entry":"create_cutout_mask","repo":"google-research/uda","repo_kind":"official","path":"image/randaugment/augmentation_transforms.py","file_url":"https://github.com/google-research/uda/blob/HEAD/image/randaugment/augmentation_transforms.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":"a7723bf702941670"}},{"code_sha256_prefix":"f018413f261238f7","entry":"cross_entropy_smooth","repo":"ildoonet/unsupervised-data-augmentation","repo_kind":"listed","path":"metrics.py","file_url":"https://github.com/ildoonet/unsupervised-data-augmentation/blob/HEAD/metrics.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":"f018413f261238f7"}},{"code_sha256_prefix":"fb66342c3f664ee6","entry":"decay_weights","repo":"google-research/uda","repo_kind":"official","path":"image/utils.py","file_url":"https://github.com/google-research/uda/blob/HEAD/image/utils.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":"fb66342c3f664ee6"}},{"code_sha256_prefix":"97c1d8a99764fb25","entry":"divide_data_for_worker","repo":"google-research/uda","repo_kind":"official","path":"back_translate/split_paragraphs.py","file_url":"https://github.com/google-research/uda/blob/HEAD/back_translate/split_paragraphs.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":"97c1d8a99764fb25"}},{"code_sha256_prefix":"406265b8de6d26a2","entry":"fisherYatesShuffle","repo":"ildoonet/unsupervised-data-augmentation","repo_kind":"listed","path":"samplers/stratified_sampler.py","file_url":"https://github.com/ildoonet/unsupervised-data-augmentation/blob/HEAD/samplers/stratified_sampler.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":"406265b8de6d26a2"}},{"code_sha256_prefix":"d00f20643f490779","entry":"format_sup_filename","repo":"google-research/uda","repo_kind":"official","path":"image/data.py","file_url":"https://github.com/google-research/uda/blob/HEAD/image/data.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":"d00f20643f490779"}},{"code_sha256_prefix":"5b70acc56bd3291f","entry":"format_sup_filename","repo":"google-research/uda","repo_kind":"official","path":"image/preprocess.py","file_url":"https://github.com/google-research/uda/blob/HEAD/image/preprocess.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":"5b70acc56bd3291f"}},{"code_sha256_prefix":"d90af0b30176ac15","entry":"format_unsup_filename","repo":"google-research/uda","repo_kind":"official","path":"image/data.py","file_url":"https://github.com/google-research/uda/blob/HEAD/image/data.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":"d90af0b30176ac15"}},{"code_sha256_prefix":"81e5d3b478f3469c","entry":"get_TPU_estimator","repo":"google-research/uda","repo_kind":"official","path":"image/utils.py","file_url":"https://github.com/google-research/uda/blob/HEAD/image/utils.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":"81e5d3b478f3469c"}},{"code_sha256_prefix":"d468fe223b1a25a2","entry":"get_data_for_worker","repo":"google-research/uda","repo_kind":"official","path":"text/preprocess.py","file_url":"https://github.com/google-research/uda/blob/HEAD/text/preprocess.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":"d468fe223b1a25a2"}},{"code_sha256_prefix":"b417179a5b5e0e14","entry":"get_dataset","repo":"google-research/uda","repo_kind":"official","path":"image/data.py","file_url":"https://github.com/google-research/uda/blob/HEAD/image/data.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":"b417179a5b5e0e14"}},{"code_sha256_prefix":"6066adc7a58afde6","entry":"get_logger","repo":"ildoonet/unsupervised-data-augmentation","repo_kind":"listed","path":"common.py","file_url":"https://github.com/ildoonet/unsupervised-data-augmentation/blob/HEAD/common.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":"6066adc7a58afde6"}},{"code_sha256_prefix":"89985ecf00256155","entry":"get_raw_data_filenames","repo":"google-research/uda","repo_kind":"official","path":"image/preprocess.py","file_url":"https://github.com/google-research/uda/blob/HEAD/image/preprocess.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":"89985ecf00256155"}},{"code_sha256_prefix":"6895a8402ea9ee79","entry":"get_tsa_threshold","repo":"google-research/uda","repo_kind":"official","path":"text/uda.py","file_url":"https://github.com/google-research/uda/blob/HEAD/text/uda.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":"6895a8402ea9ee79"}},{"code_sha256_prefix":"83a7585173c63bc5","entry":"get_uda_classification_loss","repo":"tomgoter/nlp_finalproject","repo_kind":"listed","path":"utils/function_builder.py","file_url":"https://github.com/tomgoter/nlp_finalproject/blob/HEAD/utils/function_builder.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":"83a7585173c63bc5"}},{"code_sha256_prefix":"17411729594afb42","entry":"global_avg_pool","repo":"google-research/uda","repo_kind":"official","path":"image/randaugment/custom_ops.py","file_url":"https://github.com/google-research/uda/blob/HEAD/image/randaugment/custom_ops.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":"17411729594afb42"}},{"code_sha256_prefix":"0175d515a039d4f8","entry":"hidden_to_logits","repo":"google-research/uda","repo_kind":"official","path":"text/uda.py","file_url":"https://github.com/google-research/uda/blob/HEAD/text/uda.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":"0175d515a039d4f8"}},{"code_sha256_prefix":"36c684d7fa0846c8","entry":"jensen_shannon_divergence_consistency_loss","repo":"PaulEmmanuelSotir/DeepCV","repo_kind":"listed","path":"src/deepcv/meta/contrastive.py","file_url":"https://github.com/PaulEmmanuelSotir/DeepCV/blob/HEAD/src/deepcv/meta/contrastive.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":"36c684d7fa0846c8"}},{"code_sha256_prefix":"1902057ba4826690","entry":"kl_for_log_probs","repo":"google-research/uda","repo_kind":"official","path":"text/uda.py","file_url":"https://github.com/google-research/uda/blob/HEAD/text/uda.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":"1902057ba4826690"}},{"code_sha256_prefix":"6e1198a9c8c47438","entry":"random_flip","repo":"google-research/uda","repo_kind":"official","path":"image/randaugment/augmentation_transforms.py","file_url":"https://github.com/google-research/uda/blob/HEAD/image/randaugment/augmentation_transforms.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":"6e1198a9c8c47438"}},{"code_sha256_prefix":"c6512991cdef483b","entry":"split_sent_by_punc","repo":"google-research/uda","repo_kind":"official","path":"back_translate/split_paragraphs.py","file_url":"https://github.com/google-research/uda/blob/HEAD/back_translate/split_paragraphs.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":"c6512991cdef483b"}},{"code_sha256_prefix":"6cb91780680fb891","entry":"spotifyShuffle","repo":"ildoonet/unsupervised-data-augmentation","repo_kind":"listed","path":"samplers/stratified_sampler.py","file_url":"https://github.com/ildoonet/unsupervised-data-augmentation/blob/HEAD/samplers/stratified_sampler.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":"6cb91780680fb891"}},{"code_sha256_prefix":"f6b18b79eccd8391","entry":"variable","repo":"google-research/uda","repo_kind":"official","path":"image/randaugment/custom_ops.py","file_url":"https://github.com/google-research/uda/blob/HEAD/image/randaugment/custom_ops.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":"f6b18b79eccd8391"}},{"code_sha256_prefix":"563e25e514f4a2a6","entry":"zero_pad","repo":"google-research/uda","repo_kind":"official","path":"image/randaugment/custom_ops.py","file_url":"https://github.com/google-research/uda/blob/HEAD/image/randaugment/custom_ops.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":"563e25e514f4a2a6"}},{"code_sha256_prefix":"f3f5fce61e36ad06","entry":"zero_pad_and_crop","repo":"google-research/uda","repo_kind":"official","path":"image/randaugment/augmentation_transforms.py","file_url":"https://github.com/google-research/uda/blob/HEAD/image/randaugment/augmentation_transforms.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":"f3f5fce61e36ad06"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}