Sameer Singh
"Why Should I Trust You?": Explaining the Predictions of Any Classifier
MT Ribeiro, S Singh, C Guestrin
Knowledge Discovery and Data Mining (KDD), 2016
Anchors: High-precision model-agnostic explanations
MT Ribeiro, S Singh, C Guestrin
Proceedings of the AAAI Conference on Artificial Intelligence 32 (1), 2018
Model-Agnostic Interpretability of Machine Learning
MT Ribeiro, S Singh, C Guestrin
ICML 2016 Workshop on Human Interpretability in Machine Learning, 2016
Generating Natural Adversarial Examples
Z Zhao, D Dua, S Singh
International Conference on Learning Representations (ICLR), 2018
Factorie: Probabilistic programming via imperatively defined factor graphs
A McCallum, K Schultz, S Singh
Advances in Neural Information Processing Systems 22, 1249-1257, 2009
Semantically Equivalent Adversarial Rules for Debugging NLP Models
MT Ribeiro, S Singh, C Guestrin
Annual Meeting of the Association for Computational Linguistics (ACL), 2018
DROP: A Reading Comprehension Benchmark Requiring Discrete Reasoning Over Paragraphs
D Dua, Y Wang, P Dasigi, G Stanovsky, S Singh, M Gardner
Annual Conference of the North American Chapter of the Association for …, 2019
Injecting logical background knowledge into embeddings for relation extraction
T Rocktäschel, S Singh, S Riedel
Proceedings of the 2015 Human Language Technology Conference of the North …, 2015
Knowledge enhanced contextual word representations
ME Peters, M Neumann, RL Logan IV, R Schwartz, V Joshi, S Singh, ...
arXiv preprint arXiv:1909.04164, 2019
Universal Adversarial Triggers for Attacking and Analyzing NLP
E Wallace, S Feng, N Kandpal, M Gardner, S Singh
Empirical Methods in Natural Language Processing (EMNLP), 2019
Design challenges for entity linking
X Ling, S Singh, DS Weld
Transactions of the Association for Computational Linguistics 3, 315-328, 2015
Large-scale cross-document coreference using distributed inference and hierarchical models
S Singh, A Subramanya, F Pereira, A McCallum
Association for Computational Linguistics: Human Language Technologies (ACL HLT), 2011
Entity linking via joint encoding of types, descriptions, and context
N Gupta, S Singh, D Roth
Proceedings of the 2017 Conference on Empirical Methods in Natural Language …, 2017
Beyond Accuracy: Behavioral Testing of NLP Models with CheckList
MT Ribeiro, T Wu, C Guestrin, S Singh
arXiv preprint arXiv:2005.04118, 2020
Fooling LIME and SHAP: Adversarial Attacks on Post hoc Explanation Methods
D Slack, S Hilgard, E Jia, S Singh, H Lakkaraju
Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society, 180-186, 2020
Wikilinks: A large-scale cross-document coreference corpus labeled via links to Wikipedia
S Singh, A Subramanya, F Pereira, A McCallum
University of Massachusetts, Amherst, Tech. Rep. UM-CS-2012 15, 2012
Evaluating models’ local decision boundaries via contrast sets
M Gardner, Y Artzi, V Basmov, J Berant, B Bogin, S Chen, P Dasigi, D Dua, ...
Proceedings of the 2020 Conference on Empirical Methods in Natural Language …, 2020
Joint Inference of Entities, Relations, and Coreference
S Singh, S Riedel, B Martin, J Zheng, A McCallum
CIKM Workshop on Automated Knowledge Base Construction (AKBC) 2013, 2013
Barack’s Wife Hillary: Using Knowledge Graphs for Fact-Aware Language Modeling
RL Logan IV, NF Liu, ME Peters, M Gardner, S Singh
Proceedings of the 2019 Conference of the Association for Computational …, 2019
A Discriminative Hierarchical Model for Fast Coreference at Large Scale
M Wick, S Singh, A McCallum
Association of Computational Linguists (ACL), 2012
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Artikkelit 1–20