{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,10,30]],"date-time":"2024-10-30T09:02:41Z","timestamp":1730278961382,"version":"3.28.0"},"reference-count":29,"publisher":"IEEE","license":[{"start":{"date-parts":[[2022,7,1]],"date-time":"2022-07-01T00:00:00Z","timestamp":1656633600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2022,7,1]],"date-time":"2022-07-01T00:00:00Z","timestamp":1656633600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2022,7]]},"DOI":"10.1109\/iv56949.2022.00066","type":"proceedings-article","created":{"date-parts":[[2023,1,23]],"date-time":"2023-01-23T19:59:41Z","timestamp":1674503981000},"page":"359-365","source":"Crossref","is-referenced-by-count":1,"title":["Evaluation of Deep Learning Context-Sensitive Visualization Models"],"prefix":"10.1109","author":[{"given":"Andrew","family":"Dunn","sequence":"first","affiliation":[{"name":"Central Washington University,Ellensburg,WA,USA"}]},{"given":"Diana","family":"Inkpen","sequence":"additional","affiliation":[{"name":"University of Ottawa,Ottawa,ON,Canada"}]},{"given":"Razvan","family":"Andonie","sequence":"additional","affiliation":[{"name":"Central Washington University,Ellensburg,WA,USA"}]}],"member":"263","reference":[{"journal-title":"Interpretability and explainability: A machine learning zoo mini-tour","year":"2020","author":"Marcinkevics","key":"ref1"},{"volume-title":"Towards a rigorous science of interpretable machine learning","year":"2017","author":"Doshi-Velez","key":"ref2"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/IV51561.2020.00051"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/BigData50022.2020.9391769"},{"key":"ref5","article-title":"Attention is not explanation","volume":"abs\/1902.10186","author":"Jain","year":"2019","journal-title":"CoRR"},{"first-page":"746","article-title":"Linguistic regularities in continuous space word representations","volume-title":"Proceedings of the 2013 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies","author":"Mikolov","key":"ref6"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2021.deelio-1.1"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/IV53921.2021.00035"},{"first-page":"4171","article-title":"BERT: pre-training of deep bidirectional transformers for language understanding","volume-title":"Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL-HLT 2019, Minneapolis, MN, USA, June 2\u20137, 2019, Volume 1 (Long and Short Papers)","author":"Devlin","key":"ref9"},{"first-page":"447","article-title":"A survey of the state of explainable AI for natural language processing","volume-title":"Proceedings of the 1st Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics and the 10th International Joint Conference on Natural Language Processing","author":"Danilevsky","key":"ref10"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1145\/1852102.1852106"},{"first-page":"5998","article-title":"Attention is all you need","volume-title":"Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, 4\u20139 December 2017, Long Beach, CA, USA","author":"Vaswani","key":"ref12"},{"key":"ref13","article-title":"RoBERTa: A robustly optimized BERT pretraining approach","volume":"abs\/1907.11692","author":"Liu","year":"2019","journal-title":"CoRR"},{"key":"ref14","article-title":"DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter","volume":"abs\/1910.01108","author":"Sanh","year":"2019","journal-title":"CoRR"},{"key":"ref15","first-page":"5754","article-title":"Xlnet: Generalized autoregressive pretraining for language understanding","volume-title":"Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, NeurIPS 2019, 8\u201314 December 2019, Vancouver, BC, Canada","author":"Yang","year":"2019"},{"volume-title":"Language models are unsupervised multitask learners","year":"2019","author":"Radford","key":"ref16"},{"journal-title":"Language models are few-shot learners","year":"2020","author":"Brown","key":"ref17"},{"first-page":"37","article-title":"A multiscale visualization of attention in the transformer model","volume-title":"Proceedings of the 57th Conference of the Association for Computational Linguistics, ACL 2019, Florence, Italy, July 28 - August 2, 2019, Volume 3: System Demonstrations","author":"Vig","key":"ref18"},{"first-page":"8592","article-title":"Visualizing and measuring the geometry of BERT","volume-title":"Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, NeurIPS 2019, 8\u201314 December 2019, Vancouver, BC, Canada","author":"Reif","key":"ref19"},{"key":"ref20","article-title":"What does BERT look at? an analysis of BERTs attention","volume":"abs\/1906.04341","author":"Clark","year":"2019","journal-title":"CoRR"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2020.acl-main.492"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/w18-2501"},{"key":"ref23","article-title":"Allennlp interpret: A framework for explaining predictions of NLP models","volume":"abs\/1909.09251","author":"Wallace","year":"2019","journal-title":"CoRR"},{"article-title":"Deep inside convolutional networks: Visualising image classification models and saliency maps","volume-title":"2nd International Conference on Learning Representations, ICLR 2014, Banff, AB, Canada, April 14\u201316, 2014, Workshop Track Proceedings","author":"Simonyan","key":"ref24"},{"journal-title":"Axiomatic attribution for deep networks","year":"2017","author":"Sundararajan","key":"ref25"},{"key":"ref26","article-title":"Smoothgrad: removing noise by adding noise","volume":"abs\/1706.03825","author":"Smilkov","year":"2017","journal-title":"CoRR"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-64949-4_8"},{"key":"ref28","first-page":"303","article-title":"Towards unifying the explainability evaluation methods for NLP","volume-title":"Natural Language Processing and Chinese Computing - 10 th CCF International Conference, NLPCC 2021, Qingdao, China, October 13\u201317, 2021, Proceedings, Part II","volume":"13029","author":"Lucaci"},{"volume-title":"Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, NeurIPS 2019, 8\u201314 December 2019, Vancouver, BC, Canada","author":"Wallach","key":"ref29"}],"event":{"name":"2022 26th International Conference Information Visualisation (IV)","start":{"date-parts":[[2022,7,19]]},"location":"Vienna, Austria","end":{"date-parts":[[2022,7,22]]}},"container-title":["2022 26th International Conference Information Visualisation (IV)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/10017436\/10017460\/10017859.pdf?arnumber=10017859","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,2]],"date-time":"2024-03-02T15:09:35Z","timestamp":1709392175000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10017859\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,7]]},"references-count":29,"URL":"https:\/\/doi.org\/10.1109\/iv56949.2022.00066","relation":{},"subject":[],"published":{"date-parts":[[2022,7]]}}}