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@ARTICLE{Lipton2016-qv,
title = "The Mythos of Model Interpretability",
author = "Lipton, Zachary C",
month = jun,
year = 2016,
url = "http://arxiv.org/abs/1606.03490",
archivePrefix = "arXiv",
eprint = "1606.03490",
primaryClass = "cs.LG",
arxivid = "1606.03490"
}
@ARTICLE{Doshi-Velez2017-oq,
title = "Towards A Rigorous Science of Interpretable Machine Learning",
author = "Doshi-Velez, Finale and Kim, Been",
month = feb,
year = 2017,
url = "http://arxiv.org/abs/1702.08608",
copyright = "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
archivePrefix = "arXiv",
eprint = "1702.08608",
primaryClass = "stat.ML",
arxivid = "1702.08608"
}
@ARTICLE{Guo2018-kz,
title = "Explaining Deep Learning Models - A Bayesian Non-parametric
Approach",
author = "Guo, Wenbo and Huang, Sui and Tao, Yunzhe and Xing, Xinyu
and Lin, Lin",
month = nov,
year = 2018,
url = "http://arxiv.org/abs/1811.03422",
archivePrefix = "arXiv",
eprint = "1811.03422",
primaryClass = "cs.LG",
arxivid = "1811.03422"
}
@ARTICLE{Brunner2019-kb,
title = "On Identifiability in Transformers",
author = "Brunner, Gino and Liu, Yang and Pascual, Dami{\'a}n and
Richter, Oliver and Ciaramita, Massimiliano and Wattenhofer,
Roger",
month = aug,
year = 2019,
url = "http://arxiv.org/abs/1908.04211",
copyright = "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
archivePrefix = "arXiv",
eprint = "1908.04211",
primaryClass = "cs.CL",
arxivid = "1908.04211"
}
@ARTICLE{Ziegler2019-ig,
title = "{Fine-Tuning} Language Models from Human Preferences",
author = "Ziegler, Daniel M and Stiennon, Nisan and Wu, Jeffrey and
Brown, Tom B and Radford, Alec and Amodei, Dario and
Christiano, Paul and Irving, Geoffrey",
month = sep,
year = 2019,
url = "http://arxiv.org/abs/1909.08593",
archivePrefix = "arXiv",
eprint = "1909.08593",
primaryClass = "cs.CL",
arxivid = "1909.08593"
}
@ARTICLE{Schulz2020-hy,
title = "Restricting the Flow: Information Bottlenecks for
Attribution",
author = "Schulz, Karl and Sixt, Leon and Tombari, Federico and
Landgraf, Tim",
month = jan,
year = 2020,
url = "http://arxiv.org/abs/2001.00396",
copyright = "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
archivePrefix = "arXiv",
eprint = "2001.00396",
primaryClass = "stat.ML",
arxivid = "2001.00396"
}
@ARTICLE{Pruthi2020-um,
title = "Estimating Training Data Influence by Tracing Gradient
Descent",
author = "Pruthi, Garima and Liu, Frederick and Sundararajan, Mukund
and Kale, Satyen",
month = feb,
year = 2020,
url = "http://arxiv.org/abs/2002.08484",
copyright = "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
archivePrefix = "arXiv",
eprint = "2002.08484",
primaryClass = "cs.LG",
arxivid = "2002.08484"
}
@ARTICLE{Kreutzer2020-gr,
title = "Correct Me If You Can: Learning from Error Corrections and
Markings",
author = "Kreutzer, Julia and Berger, Nathaniel and Riezler, Stefan",
month = apr,
year = 2020,
url = "http://arxiv.org/abs/2004.11222",
archivePrefix = "arXiv",
eprint = "2004.11222",
primaryClass = "cs.CL",
arxivid = "2004.11222"
}
@ARTICLE{Agarwal2020-vh,
title = "Neural Additive Models: Interpretable Machine Learning with
Neural Nets",
author = "Agarwal, Rishabh and Melnick, Levi and Frosst, Nicholas and
Zhang, Xuezhou and Lengerich, Ben and Caruana, Rich and
Hinton, Geoffrey",
month = apr,
year = 2020,
url = "http://arxiv.org/abs/2004.13912",
archivePrefix = "arXiv",
eprint = "2004.13912",
primaryClass = "cs.LG",
arxivid = "2004.13912"
}
@ARTICLE{Patel2020-vl,
title = "High Dimensional Model Explanations: an Axiomatic Approach",
author = "Patel, Neel and Strobel, Martin and Zick, Yair",
month = jun,
year = 2020,
url = "http://arxiv.org/abs/2006.08969",
archivePrefix = "arXiv",
eprint = "2006.08969",
primaryClass = "cs.LG",
arxivid = "2006.08969"
}
@ARTICLE{molnar-etal-2020-general,
title = "General Pitfalls of {Model-Agnostic} Interpretation Methods
for Machine Learning Models",
author = "Molnar, Christoph and K{\"o}nig, Gunnar and Herbinger, Julia
and Freiesleben, Timo and Dandl, Susanne and Scholbeck,
Christian A and Casalicchio, Giuseppe and Grosse-Wentrup,
Moritz and Bischl, Bernd",
month = jul,
year = 2020,
url = "http://arxiv.org/abs/2007.04131",
copyright = "http://creativecommons.org/licenses/by/4.0/",
archivePrefix = "arXiv",
eprint = "2007.04131",
primaryClass = "stat.ML",
arxivid = "2007.04131"
}
@ARTICLE{Yeung2020-mz,
title = "Sequential Explanations with Mental {Model-Based} Policies",
author = "Yeung, Arnold Y S and Joshi, Shalmali and Williams, Joseph
Jay and Rudzicz, Frank",
month = jul,
year = 2020,
url = "http://arxiv.org/abs/2007.09028",
archivePrefix = "arXiv",
eprint = "2007.09028",
primaryClass = "cs.LG",
arxivid = "2007.09028"
}
@ARTICLE{Schwarzenberg2020-wy,
title = "{Pattern-Guided} Integrated Gradients",
author = "Schwarzenberg, Robert and Castle, Steffen",
month = jul,
year = 2020,
url = "http://arxiv.org/abs/2007.10685",
archivePrefix = "arXiv",
eprint = "2007.10685",
primaryClass = "cs.LG",
arxivid = "2007.10685"
}
@ARTICLE{Slack2020-rv,
title = "Reliable Post hoc Explanations: Modeling Uncertainty in
Explainability",
author = "Slack, Dylan and Hilgard, Sophie and Singh, Sameer and
Lakkaraju, Himabindu",
month = aug,
year = 2020,
url = "http://arxiv.org/abs/2008.05030",
archivePrefix = "arXiv",
eprint = "2008.05030",
primaryClass = "cs.LG",
arxivid = "2008.05030"
}
@ARTICLE{Agarwal2020-fo,
title = "Estimating Example Difficulty Using Variance of Gradients",
author = "Agarwal, Chirag and D'souza, Daniel and Hooker, Sara",
month = aug,
year = 2020,
url = "http://arxiv.org/abs/2008.11600",
copyright = "http://creativecommons.org/licenses/by/4.0/",
archivePrefix = "arXiv",
eprint = "2008.11600",
primaryClass = "cs.CV",
arxivid = "2008.11600"
}
@ARTICLE{Fomicheva2020-uw,
title = "{MLQE-PE}: A Multilingual Quality Estimation and
{Post-Editing} Dataset",
author = "Fomicheva, Marina and Sun, Shuo and Fonseca, Erick and
Zerva, Chrysoula and Blain, Fr{\'e}d{\'e}ric and Chaudhary,
Vishrav and Guzm{\'a}n, Francisco and Lopatina, Nina and
Specia, Lucia and Martins, Andr{\'e} F T",
month = oct,
year = 2020,
url = "http://arxiv.org/abs/2010.04480",
copyright = "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
archivePrefix = "arXiv",
eprint = "2010.04480",
primaryClass = "cs.CL",
arxivid = "2010.04480"
}
@ARTICLE{leavitt-morcos-2020-towards,
title = "Towards falsifiable interpretability research",
author = "Leavitt, Matthew L and Morcos, Ari",
month = oct,
year = 2020,
url = "http://arxiv.org/abs/2010.12016",
archivePrefix = "arXiv",
eprint = "2010.12016",
primaryClass = "cs.CY",
arxivid = "2010.12016"
}
@ARTICLE{Wiegreffe2020-tk,
title = "Measuring Association Between Labels and {Free-Text}
Rationales",
author = "Wiegreffe, Sarah and Marasovi{\'c}, Ana and Smith, Noah A",
month = oct,
year = 2020,
url = "http://arxiv.org/abs/2010.12762",
copyright = "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
archivePrefix = "arXiv",
eprint = "2010.12762",
primaryClass = "cs.CL",
arxivid = "2010.12762"
}
@ARTICLE{Lu2020-dq,
title = "Influence Patterns for Explaining Information Flow in {BERT}",
author = "Lu, Kaiji and Wang, Zifan and Mardziel, Piotr and Datta,
Anupam",
month = nov,
year = 2020,
url = "http://arxiv.org/abs/2011.00740",
archivePrefix = "arXiv",
eprint = "2011.00740",
primaryClass = "cs.CL",
arxivid = "2011.00740"
}
@ARTICLE{Ranasinghe2020-zo,
title = "{TransQuest}: Translation Quality Estimation with
Cross-lingual Transformers",
author = "Ranasinghe, Tharindu and Orasan, Constantin and Mitkov,
Ruslan",
month = nov,
year = 2020,
url = "http://arxiv.org/abs/2011.01536",
archivePrefix = "arXiv",
eprint = "2011.01536",
primaryClass = "cs.CL",
arxivid = "2011.01536"
}
@ARTICLE{Kobayashi2020-uh,
title = "Efficient Estimation of Influence of a Training Instance",
author = "Kobayashi, Sosuke and Yokoi, Sho and Suzuki, Jun and Inui,
Kentaro",
month = dec,
year = 2020,
url = "http://arxiv.org/abs/2012.04207",
archivePrefix = "arXiv",
eprint = "2012.04207",
primaryClass = "cs.LG",
arxivid = "2012.04207"
}
@ARTICLE{wiegreffe-marasovic-2021-teach,
title = "Teach Me to Explain: A Review of Datasets for Explainable
Natural Language Processing",
author = "Wiegreffe, Sarah and Marasovi{\'c}, Ana",
month = feb,
year = 2021,
url = "http://arxiv.org/abs/2102.12060",
copyright = "http://creativecommons.org/licenses/by/4.0/",
archivePrefix = "arXiv",
eprint = "2102.12060",
primaryClass = "cs.CL",
arxivid = "2102.12060"
}
@ARTICLE{Jacovi2021-ct,
title = "Contrastive Explanations for Model Interpretability",
author = "Jacovi, Alon and Swayamdipta, Swabha and Ravfogel, Shauli
and Elazar, Yanai and Choi, Yejin and Goldberg, Yoav",
month = mar,
year = 2021,
url = "http://arxiv.org/abs/2103.01378",
archivePrefix = "arXiv",
eprint = "2103.01378",
primaryClass = "cs.CL",
arxivid = "2103.01378"
}
@ARTICLE{Rajagopal2021-ou,
title = "{SelfExplain}: A {Self-Explaining} Architecture for Neural
Text Classifiers",
author = "Rajagopal, Dheeraj and Balachandran, Vidhisha and Hovy,
Eduard and Tsvetkov, Yulia",
month = mar,
year = 2021,
url = "http://arxiv.org/abs/2103.12279",
archivePrefix = "arXiv",
eprint = "2103.12279",
primaryClass = "cs.CL",
arxivid = "2103.12279"
}
@ARTICLE{Schwarzenberg2021-wr,
title = "Efficient Explanations from Empirical Explainers",
author = "Schwarzenberg, Robert and Feldhus, Nils and M{\"o}ller,
Sebastian",
month = mar,
year = 2021,
url = "http://arxiv.org/abs/2103.15429",
archivePrefix = "arXiv",
eprint = "2103.15429",
primaryClass = "cs.LG",
arxivid = "2103.15429"
}
@ARTICLE{Chefer2021-lt,
title = "Generic Attention-model Explainability for Interpreting
{Bi-Modal} and {Encoder-Decoder} Transformers",
author = "Chefer, Hila and Gur, Shir and Wolf, Lior",
month = mar,
year = 2021,
url = "http://arxiv.org/abs/2103.15679",
archivePrefix = "arXiv",
eprint = "2103.15679",
primaryClass = "cs.CV",
arxivid = "2103.15679"
}
@ARTICLE{Chrysostomou2021-xp,
title = "Flexible {Instance-Specific} Rationalization of {NLP} Models",
author = "Chrysostomou, George and Aletras, Nikolaos",
month = apr,
year = 2021,
url = "http://arxiv.org/abs/2104.08219",
archivePrefix = "arXiv",
eprint = "2104.08219",
primaryClass = "cs.CL",
arxivid = "2104.08219"
}
@ARTICLE{Yin2021-md,
title = "On the Sensitivity and Stability of Model Interpretations in
{NLP}",
author = "Yin, Fan and Shi, Zhouxing and Hsieh, Cho-Jui and Chang,
Kai-Wei",
month = apr,
year = 2021,
url = "http://arxiv.org/abs/2104.08782",
archivePrefix = "arXiv",
eprint = "2104.08782",
primaryClass = "cs.CL",
arxivid = "2104.08782"
}
@ARTICLE{Freitag2021-jb,
title = "Experts, Errors, and Context: A {Large-Scale} Study of Human
Evaluation for Machine Translation",
author = "Freitag, Markus and Foster, George and Grangier, David and
Ratnakar, Viresh and Tan, Qijun and Macherey, Wolfgang",
month = apr,
year = 2021,
url = "http://arxiv.org/abs/2104.14478",
archivePrefix = "arXiv",
eprint = "2104.14478",
primaryClass = "cs.CL",
arxivid = "2104.14478"
}
@ARTICLE{Lertvittayakumjorn2021-vv,
title = "{Explanation-Based} Human Debugging of {NLP} Models: A
Survey",
author = "Lertvittayakumjorn, Piyawat and Toni, Francesca",
month = apr,
year = 2021,
url = "http://arxiv.org/abs/2104.15135",
archivePrefix = "arXiv",
eprint = "2104.15135",
primaryClass = "cs.CL",
arxivid = "2104.15135"
}
@ARTICLE{Lee2021-kc,
title = "{IntelliCAT}: Intelligent Machine Translation {Post-Editing}
with Quality Estimation and Translation Suggestion",
author = "Lee, Dongjun and Ahn, Junhyeong and Park, Heesoo and Jo,
Jaemin",
month = may,
year = 2021,
url = "http://arxiv.org/abs/2105.12172",
archivePrefix = "arXiv",
eprint = "2105.12172",
primaryClass = "cs.CL",
arxivid = "2105.12172"
}
@ARTICLE{Huang2021-zb,
title = "{TranSmart}: A Practical Interactive Machine Translation
System",
author = "Huang, Guoping and Liu, Lemao and Wang, Xing and Wang,
Longyue and Li, Huayang and Tu, Zhaopeng and Huang, Chengyan
and Shi, Shuming",
month = may,
year = 2021,
url = "http://arxiv.org/abs/2105.13072",
archivePrefix = "arXiv",
eprint = "2105.13072",
primaryClass = "cs.CL",
arxivid = "2105.13072"
}
@ARTICLE{Nguyen2021-pd,
title = "The effectiveness of feature attribution methods and its
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year = 2021,
url = "http://arxiv.org/abs/2105.14944",
archivePrefix = "arXiv",
eprint = "2105.14944",
primaryClass = "cs.CV",
arxivid = "2105.14944"
}
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year = 2021,
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copyright = "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
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eprint = "2105.15164",
primaryClass = "cs.LG",
arxivid = "2105.15164"
}
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year = 2021,
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copyright = "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
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arxivid = "2106.09647"
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year = 2021,
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arxivid = "2106.13876"
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year = 2021,
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year = 2021,
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primaryClass = "cs.CL",
arxivid = "2107.10821"
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year = 2021,
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eprint = "2108.04840",
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arxivid = "2108.04840"
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year = 2021,
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copyright = "http://creativecommons.org/licenses/by/4.0/",
archivePrefix = "arXiv",
eprint = "2108.12197",
primaryClass = "cs.CL",
arxivid = "2108.12197"
}
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title = "Discretized Integrated Gradients for Explaining Language
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author = "Sanyal, Soumya and Ren, Xiang",
month = aug,
year = 2021,
url = "http://arxiv.org/abs/2108.13654",
archivePrefix = "arXiv",
eprint = "2108.13654",
primaryClass = "cs.CL",
arxivid = "2108.13654"
}
@ARTICLE{Feder2021-bq,
title = "Causal Inference in Natural Language Processing: Estimation,
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year = 2021,
url = "http://arxiv.org/abs/2109.00725",
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eprint = "2109.00725",
primaryClass = "cs.CL",
arxivid = "2109.00725"
}
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title = "Language modeling, lexical translation, reordering: The
training process of {NMT} through the lens of classical
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author = "Voita, Elena and Sennrich, Rico and Titov, Ivan",
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year = 2021,
url = "http://arxiv.org/abs/2109.01396",
copyright = "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
archivePrefix = "arXiv",
eprint = "2109.01396",
primaryClass = "cs.CL",
arxivid = "2109.01396"
}
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title = "Neural Machine Translation Quality and {Post-Editing}
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author = "Zouhar, Vil{\'e}m and Tamchyna, Ale{\v s} and Popel, Martin
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month = sep,
year = 2021,
url = "http://arxiv.org/abs/2109.05016",
archivePrefix = "arXiv",
eprint = "2109.05016",
primaryClass = "cs.CL",
arxivid = "2109.05016"
}
@ARTICLE{Ju2021-tz,
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Zhongtao and Liu, Kang and Zhao, Jun",
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year = 2021,
url = "http://arxiv.org/abs/2109.05463",
copyright = "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
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eprint = "2109.05463",
primaryClass = "cs.LG",
arxivid = "2109.05463"
}
@ARTICLE{Ferrando2021-ps,
title = "Attention Weights in Transformer {NMT} Fail Aligning Words
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year = 2021,
url = "http://arxiv.org/abs/2109.05853",
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eprint = "2109.05853",
primaryClass = "cs.CL",
arxivid = "2109.05853"
}
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year = 2021,
url = "http://arxiv.org/abs/2109.06014",
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primaryClass = "cs.CL",
arxivid = "2109.06014"
}
@ARTICLE{Glushkova2021-am,
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year = 2021,
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eprint = "2109.06352",
primaryClass = "cs.CL",
arxivid = "2109.06352"
}
@ARTICLE{vafa-etal-2021-rationales,
title = "Rationales for Sequential Predictions",
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year = 2021,
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primaryClass = "cs.CL",
arxivid = "2109.06387"
}
@ARTICLE{Hsu2021-fv,
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year = 2021,
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copyright = "http://creativecommons.org/licenses/by/4.0/",
archivePrefix = "arXiv",
eprint = "2109.06896",
primaryClass = "cs.CL",
arxivid = "2109.06896"
}
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year = 2021,
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archivePrefix = "arXiv",
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primaryClass = "cs.CL",
arxivid = "2109.07141"
}
@ARTICLE{Fernandes2021-yv,
title = "When Does Translation Require Context? A Data-driven,
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year = 2021,
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copyright = "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
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primaryClass = "cs.CL",
arxivid = "2109.07446"
}
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year = 2021,
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copyright = "http://creativecommons.org/licenses/by-nc-sa/4.0/",
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eprint = "2109.08705",
primaryClass = "cs.CL",
arxivid = "2109.08705"
}
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eprint = "2109.09707",
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arxivid = "2109.09707"
}
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year = 2021,
url = "http://arxiv.org/abs/2110.02058",
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eprint = "2110.02058",
primaryClass = "cs.CL",
arxivid = "2110.02058"
}
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year = 2021,
url = "http://arxiv.org/abs/2110.03067",
archivePrefix = "arXiv",
eprint = "2110.03067",
primaryClass = "cs.CL",
arxivid = "2110.03067"
}
@ARTICLE{Han2021-cc,
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copyright = "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
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eprint = "2110.03212",
primaryClass = "cs.CL",
arxivid = "2110.03212"
}
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year = 2021,
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copyright = "http://creativecommons.org/licenses/by/4.0/",
archivePrefix = "arXiv",
eprint = "2110.04392",
primaryClass = "cs.CL",
arxivid = "2110.04392"
}
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url = "http://arxiv.org/abs/2110.04655",
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eprint = "2110.04655",
primaryClass = "cs.CL",
arxivid = "2110.04655"
}
@ARTICLE{Yang2021-uo,
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url = "http://arxiv.org/abs/2110.05151",
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eprint = "2110.05151",
primaryClass = "cs.CL",
arxivid = "2110.05151"
}
@ARTICLE{Zhang2021-tk,
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year = 2021,
url = "http://arxiv.org/abs/2110.07159",
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eprint = "2110.07159",
primaryClass = "cs.CL",
arxivid = "2110.07159"
}
@ARTICLE{Antverg2021-od,
title = "On the Pitfalls of Analyzing Individual Neurons in Language
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month = oct,
year = 2021,
url = "http://arxiv.org/abs/2110.07483",
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eprint = "2110.07483",
primaryClass = "cs.CL",
arxivid = "2110.07483"
}
@ARTICLE{Ye2021-xg,
title = "Can Explanations Be Useful for Calibrating Black Box Models?",
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month = oct,
year = 2021,
url = "http://arxiv.org/abs/2110.07586",
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eprint = "2110.07586",
primaryClass = "cs.CL",
arxivid = "2110.07586"
}
@ARTICLE{Chiang2021-kz,
title = "Breaking Down Multilingual Machine Translation",
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year = 2021,
url = "http://arxiv.org/abs/2110.08130",
archivePrefix = "arXiv",
eprint = "2110.08130",
primaryClass = "cs.CL",
arxivid = "2110.08130"
}
@ARTICLE{Libovicky2021-fm,
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year = 2021,
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archivePrefix = "arXiv",
eprint = "2110.08191",
primaryClass = "cs.CL",
arxivid = "2110.08191"
}
@ARTICLE{Madsen2021-po,
title = "Evaluating the Faithfulness of Importance Measures in {NLP}
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year = 2021,
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eprint = "2110.08412",
primaryClass = "cs.CL",
arxivid = "2110.08412"
}
@ARTICLE{Sun2021-fz,
title = "Interpreting Deep Learning Models in Natural Language
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year = 2021,
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eprint = "2110.10470",
primaryClass = "cs.CL",
arxivid = "2110.10470"
}
@ARTICLE{Mitchell2021-ix,
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eprint = "2110.11309",
primaryClass = "cs.LG",
arxivid = "2110.11309"
}
@ARTICLE{Pope2021-fl,
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{Shapley-Guided} Search",
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primaryClass = "cs.CL",
arxivid = "2110.11589"
}
@ARTICLE{Li2021-pn,
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eprint = "2110.15797",
primaryClass = "cs.CL",
arxivid = "2110.15797"
}
@ARTICLE{Bastings2021-kw,
title = "``Will You Find These Shortcuts?'' A Protocol for Evaluating
the Faithfulness of Input Salience Methods for Text
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year = 2021,
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archivePrefix = "arXiv",
eprint = "2111.07367",
primaryClass = "cs.CL",
arxivid = "2111.07367"
}
@ARTICLE{Gladkoff2021-xs,
title = "Measuring Uncertainty in Translation Quality Evaluation
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year = 2021,
url = "http://arxiv.org/abs/2111.07699",
archivePrefix = "arXiv",
eprint = "2111.07699",
primaryClass = "cs.CL",
arxivid = "2111.07699"
}
@ARTICLE{Marasovic2021-xb,
title = "{Few-Shot} {Self-Rationalization} with Natural Language
Prompts",
author = "Marasovi{\'c}, Ana and Beltagy, Iz and Downey, Doug and
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