Analysis Methods in Neural Language Processing: A Survey

21 December 2018

Papers citing "Analysis Methods in Neural Language Processing: A Survey"

50 / 112 papers shown

Title
Causal Transformers Perform Below Chance on Recursive Nested Constructions, Unlike Humans Yair Lakretz T. Desbordes Dieuwke Hupkes S. Dehaene 233 11 0 14 Oct 2021
Influence Tuning: Demoting Spurious Correlations via Instance Attribution and Instance-Driven Updates Xiaochuang Han Yulia Tsvetkov TDI 23 30 0 07 Oct 2021
Shaking Syntactic Trees on the Sesame Street: Multilingual Probing with Controllable Perturbations Ekaterina Taktasheva Vladislav Mikhailov Ekaterina Artemova 19 13 0 28 Sep 2021
Conditional probing: measuring usable information beyond a baseline John Hewitt Kawin Ethayarajh Percy Liang Christopher D. Manning 33 55 0 19 Sep 2021
Learning Mathematical Properties of Integers Maria Ryskina Kevin Knight 20 6 0 15 Sep 2021
Vision-and-Language or Vision-for-Language? On Cross-Modal Influence in Multimodal Transformers Stella Frank Emanuele Bugliarello Desmond Elliott 32 81 0 09 Sep 2021
Debiasing Methods in Natural Language Understanding Make Bias More Accessible Michael J. Mendelson Yonatan Belinkov 40 23 0 09 Sep 2021
Towards Natural Language Interfaces for Data Visualization: A Survey Leixian Shen Enya Shen Yuyu Luo Xiaocong Yang Xuming Hu Xiongshuai Zhang Zhiwei Tai Jianmin Wang 29 137 0 08 Sep 2021
DuTrust: A Sentiment Analysis Dataset for Trustworthiness Evaluation Lijie Wang Hao Liu Shu-ping Peng Hongxuan Tang Xinyan Xiao Ying Chen Hua-Hong Wu Haifeng Wang 17 5 0 30 Aug 2021
Polarity in the Classroom: A Case Study Leveraging Peer Sentiment Toward Scalable Assessment Zachariah J. Beasley L. Piegl Paul Rosen 14 3 0 02 Aug 2021
Local Structure Matters Most: Perturbation Study in NLU Louis Clouâtre Prasanna Parthasarathi Amal Zouaq Sarath Chandar 30 13 0 29 Jul 2021
Layer-wise Analysis of a Self-supervised Speech Representation Model Ankita Pasad Ju-Chieh Chou Karen Livescu SSL 26 287 0 10 Jul 2021
What do End-to-End Speech Models Learn about Speaker, Language and Channel Information? A Layer-wise and Neuron-level Analysis Shammur A. Chowdhury Nadir Durrani Ahmed M. Ali 36 12 0 01 Jul 2021
Automatic Construction of Evaluation Suites for Natural Language Generation Datasets Simon Mille Kaustubh D. Dhole Saad Mahamood Laura Perez-Beltrachini Varun Gangal Mihir Kale Emiel van Miltenburg Sebastian Gehrmann ELM 42 22 0 16 Jun 2021
Can Transformer Language Models Predict Psychometric Properties? Antonio Laverghetta Animesh Nighojkar Jamshidbek Mirzakhalov John Licato LM&MA 30 14 0 12 Jun 2021
How Reliable are Model Diagnostics? V. Aribandi Yi Tay Donald Metzler 19 19 0 12 May 2021
Provable Limitations of Acquiring Meaning from Ungrounded Form: What Will Future Language Models Understand? William Merrill Yoav Goldberg Roy Schwartz Noah A. Smith 17 67 0 22 Apr 2021
ELECTRAMed: a new pre-trained language representation model for biomedical NLP Giacomo Miolo Giulio Mantoan C. Orsenigo 11 24 0 19 Apr 2021
Editing Factual Knowledge in Language Models Nicola De Cao Wilker Aziz Ivan Titov KELM 45 474 0 16 Apr 2021
Translational NLP: A New Paradigm and General Principles for Natural Language Processing Research Denis R. Newman-Griffis J. Lehman Carolyn Rose H. Hochheiser 24 20 0 16 Apr 2021
XTREME-R: Towards More Challenging and Nuanced Multilingual Evaluation Sebastian Ruder Noah Constant Jan A. Botha Aditya Siddhant Orhan Firat ... Pengfei Liu Junjie Hu Dan Garrette Graham Neubig Melvin Johnson ELM AAML LRM 13 184 0 15 Apr 2021
Ultra-High Dimensional Sparse Representations with Binarization for Efficient Text Retrieval Kyoung-Rok Jang Junmo Kang Giwon Hong Sung-Hyon Myaeng Joohee Park Taewon Yoon Heecheol Seo 33 20 0 15 Apr 2021
ExplainaBoard: An Explainable Leaderboard for NLP Pengfei Liu Jinlan Fu Yanghua Xiao Weizhe Yuan Shuaichen Chang Junqi Dai Yixin Liu Zihuiwen Ye Zi-Yi Dou Graham Neubig XAI LRM ELM 23 54 0 13 Apr 2021
Local Interpretations for Explainable Natural Language Processing: A Survey Siwen Luo Hamish Ivison S. Han Josiah Poon MILM 33 48 0 20 Mar 2021
Are NLP Models really able to Solve Simple Math Word Problems? Arkil Patel S. Bhattamishra Navin Goyal ReLM LRM 27 764 0 12 Mar 2021
Probing Classifiers: Promises, Shortcomings, and Advances Yonatan Belinkov 226 405 0 24 Feb 2021
Measuring and Improving Consistency in Pretrained Language Models Yanai Elazar Nora Kassner Shauli Ravfogel Abhilasha Ravichander Eduard H. Hovy Hinrich Schütze Yoav Goldberg HILM 263 346 0 01 Feb 2021
FastIF: Scalable Influence Functions for Efficient Model Interpretation and Debugging Han Guo Nazneen Rajani Peter Hase Joey Tianyi Zhou Caiming Xiong TDI 41 102 0 31 Dec 2020
Infusing Finetuning with Semantic Dependencies Zhaofeng Wu Hao Peng Noah A. Smith 22 36 0 10 Dec 2020
When Do You Need Billions of Words of Pretraining Data? Yian Zhang Alex Warstadt Haau-Sing Li Samuel R. Bowman 21 136 0 10 Nov 2020
Meta-trained agents implement Bayes-optimal agents Vladimir Mikulik Grégoire Delétang Tom McGrath Tim Genewein Miljan Martic Shane Legg Pedro A. Ortega OOD FedML 35 40 0 21 Oct 2020
Probing Pretrained Language Models for Lexical Semantics Ivan Vulić E. Ponti Robert Litschko Goran Glavas Anna Korhonen KELM 16 232 0 12 Oct 2020
Linguistic Profiling of a Neural Language Model Alessio Miaschi D. Brunato F. Dell’Orletta Giulia Venturi 36 46 0 05 Oct 2020
Analysis and Evaluation of Language Models for Word Sense Disambiguation Daniel Loureiro Kiamehr Rezaee Mohammad Taher Pilehvar Jose Camacho-Collados 13 13 0 26 Aug 2020
Measuring Memorization Effect in Word-Level Neural Networks Probing Rudolf Rosa Tomáš Musil David Marevcek 14 3 0 29 Jun 2020
Why Attentions May Not Be Interpretable? Bing Bai Jian Liang Guanhua Zhang Hao Li Kun Bai Fei-Yue Wang FAtt 14 56 0 10 Jun 2020
Probing Neural Dialog Models for Conversational Understanding Abdelrhman Saleh Tovly Deutsch Stephen Casper Yonatan Belinkov Stuart M. Shieber 21 13 0 07 Jun 2020
Explaining Black Box Predictions and Unveiling Data Artifacts through Influence Functions Xiaochuang Han Byron C. Wallace Yulia Tsvetkov MILM FAtt AAML TDI 23 164 0 14 May 2020
Beyond Accuracy: Behavioral Testing of NLP models with CheckList Marco Tulio Ribeiro Tongshuang Wu Carlos Guestrin Sameer Singh ELM 8 1,080 0 08 May 2020
The Sensitivity of Language Models and Humans to Winograd Schema Perturbations Mostafa Abdou Vinit Ravishankar Maria Barrett Yonatan Belinkov Desmond Elliott Anders Søgaard ReLM LRM 62 34 0 04 May 2020
Probing Contextual Language Models for Common Ground with Visual Representations Gabriel Ilharco Rowan Zellers Ali Farhadi Hannaneh Hajishirzi 24 14 0 01 May 2020
How recurrent networks implement contextual processing in sentiment analysis Niru Maheswaranathan David Sussillo 22 22 0 17 Apr 2020
Information-Theoretic Probing with Minimum Description Length Elena Voita Ivan Titov 21 270 0 27 Mar 2020
oLMpics -- On what Language Model Pre-training Captures Alon Talmor Yanai Elazar Yoav Goldberg Jonathan Berant LRM 17 300 0 31 Dec 2019
Adversarial Analysis of Natural Language Inference Systems Tiffany Chien Jugal Kalita AAML 36 12 0 07 Dec 2019
On the Linguistic Representational Power of Neural Machine Translation Models Yonatan Belinkov Nadir Durrani Fahim Dalvi Hassan Sajjad James R. Glass MILM 30 68 0 01 Nov 2019
Discovering the Compositional Structure of Vector Representations with Role Learning Networks Paul Soulos R. Thomas McCoy Tal Linzen P. Smolensky CoGe 29 43 0 21 Oct 2019
Generating Challenge Datasets for Task-Oriented Conversational Agents through Self-Play S. Majumdar Serra Sinem Tekiroğlu Marco Guerini 17 3 0 16 Oct 2019
Analysing Neural Language Models: Contextual Decomposition Reveals Default Reasoning in Number and Gender Assignment Jaap Jumelet Willem H. Zuidema Dieuwke Hupkes LRM 25 37 0 19 Sep 2019
Visual Interaction with Deep Learning Models through Collaborative Semantic Inference Sebastian Gehrmann Hendrik Strobelt Robert Krüger Hanspeter Pfister Alexander M. Rush HAI 21 57 0 24 Jul 2019