Representation of linguistic form and function in recurrent neural networks

29 February 2016

Papers citing "Representation of linguistic form and function in recurrent neural networks"

30 / 30 papers shown

Title
CAVE: Controllable Authorship Verification Explanations Sahana Ramnath Kartik Pandey Elizabeth Boschee Xiang Ren 61 1 0 24 Jun 2024
Morphosyntactic probing of multilingual BERT models Judit Ács Endre Hamerlik Roy Schwartz Noah A. Smith András Kornai 29 9 0 09 Jun 2023
Explaining black box text modules in natural language with language models Chandan Singh Aliyah R. Hsu Richard Antonello Shailee Jain Alexander G. Huth Bin-Xia Yu Jianfeng Gao MILM 34 47 0 17 May 2023
NxPlain: Web-based Tool for Discovery of Latent Concepts Fahim Dalvi Nadir Durrani Hassan Sajjad Tamim Jaban Musab Husaini Ummar Abbas 15 1 0 06 Mar 2023
On the Explainability of Natural Language Processing Deep Models Julia El Zini M. Awad 27 82 0 13 Oct 2022
Explainability in Graph Neural Networks: An Experimental Survey Peibo Li Yixing Yang M. Pagnucco Yang Song 26 31 0 17 Mar 2022
UNIREX: A Unified Learning Framework for Language Model Rationale Extraction Aaron Chan Maziar Sanjabi Lambert Mathias L Tan Shaoliang Nie Xiaochang Peng Xiang Ren Hamed Firooz 41 41 0 16 Dec 2021
Interpreting Deep Learning Models in Natural Language Processing: A Review Xiaofei Sun Diyi Yang Xiaoya Li Tianwei Zhang Yuxian Meng Han Qiu Guoyin Wang Eduard H. Hovy Jiwei Li 17 44 0 20 Oct 2021
Neuron-level Interpretation of Deep NLP Models: A Survey Hassan Sajjad Nadir Durrani Fahim Dalvi MILM AI4CE 35 80 0 30 Aug 2021
The elephant in the interpretability room: Why use attention as explanation when we have saliency methods? Jasmijn Bastings Katja Filippova XAI LRM 30 172 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
Explaining Deep Neural Networks Oana-Maria Camburu XAI FAtt 28 26 0 04 Oct 2020
How recurrent networks implement contextual processing in sentiment analysis Niru Maheswaranathan David Sussillo 22 22 0 17 Apr 2020
On Interpretability of Artificial Neural Networks: A Survey Fenglei Fan Jinjun Xiong Mengzhou Li Ge Wang AAML AI4CE 38 300 0 08 Jan 2020
On the Linguistic Representational Power of Neural Machine Translation Models Yonatan Belinkov Nadir Durrani Fahim Dalvi Hassan Sajjad James R. Glass MILM 33 68 0 01 Nov 2019
RNNs Implicitly Implement Tensor Product Representations R. Thomas McCoy Tal Linzen Ewan Dunbar P. Smolensky 46 54 0 20 Dec 2018
The Best of Both Worlds: Lexical Resources To Improve Low-Resource Part-of-Speech Tagging Barbara Plank Sigrid Klerke Zeljko Agic NAI 49 4 0 21 Nov 2018
Identifying and Controlling Important Neurons in Neural Machine Translation A. Bau Yonatan Belinkov Hassan Sajjad Nadir Durrani Fahim Dalvi James R. Glass MILM 15 180 0 03 Nov 2018
Pre-gen metrics: Predicting caption quality metrics without generating captions Marc Tanti Albert Gatt K. Camilleri 21 2 0 12 Oct 2018
Assessing Composition in Sentence Vector Representations Allyson Ettinger Ahmed Elgohary C. Phillips Philip Resnik CoGe 20 78 0 11 Sep 2018
Response Characterization for Auditing Cell Dynamics in Long Short-term Memory Networks Ramin M. Hasani Alexander Amini Mathias Lechner Felix Naser Radu Grosu Daniela Rus 28 25 0 11 Sep 2018
Dissecting Contextual Word Embeddings: Architecture and Representation Matthew E. Peters Mark Neumann Luke Zettlemoyer Wen-tau Yih 24 425 0 27 Aug 2018
Techniques for Interpretable Machine Learning Mengnan Du Ninghao Liu Xia Hu FaML 36 1,071 0 31 Jul 2018
SoPa: Bridging CNNs, RNNs, and Weighted Finite-State Machines Roy Schwartz Sam Thomson Noah A. Smith 28 24 0 15 May 2018
Imagination improves Multimodal Translation Desmond Elliott Ákos Kádár 26 136 0 11 May 2017
What do Neural Machine Translation Models Learn about Morphology? Yonatan Belinkov Nadir Durrani Fahim Dalvi Hassan Sajjad James R. Glass 49 410 0 11 Apr 2017
Representations of language in a model of visually grounded speech signal Grzegorz Chrupała Lieke Gelderloos A. Alishahi 38 131 0 07 Feb 2017
Memory Visualization for Gated Recurrent Neural Networks in Speech Recognition Zhiyuan Tang Ying Shi Dong Wang Yang Feng Shiyue Zhang 19 53 0 28 Sep 2016
Fine-grained Analysis of Sentence Embeddings Using Auxiliary Prediction Tasks Yossi Adi Einat Kermany Yonatan Belinkov Ofer Lavi Yoav Goldberg 11 541 0 15 Aug 2016
LSTMVis: A Tool for Visual Analysis of Hidden State Dynamics in Recurrent Neural Networks Hendrik Strobelt Sebastian Gehrmann Hanspeter Pfister Alexander M. Rush HAI 34 83 0 23 Jun 2016