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Amnesic Probing: Behavioral Explanation with Amnesic Counterfactuals

1 June 2020

Papers citing "Amnesic Probing: Behavioral Explanation with Amnesic Counterfactuals"

20 / 20 papers shown

Title
Dual Process Learning: Controlling Use of In-Context vs. In-Weights Strategies with Weight Forgetting Suraj Anand Michael A. Lepori Jack Merullo Ellie Pavlick CLL 122 8 0 28 May 2024
Operationalising Representation in Natural Language Processing J. Harding 121 13 0 14 Jun 2023
Probing with Noise: Unpicking the Warp and Weft of Embeddings Filip Klubicka John D. Kelleher 70 4 0 21 Oct 2022
Unit Testing for Concepts in Neural Networks Charles Lovering Ellie Pavlick 73 28 0 28 Jul 2022
Visualizing the Relationship Between Encoded Linguistic Information and Task Performance Jiannan Xiang Huayang Li Defu Lian Guoping Huang Taro Watanabe Lemao Liu 67 0 0 29 Mar 2022
How much pretraining data do language models need to learn syntax? Laura Pérez-Mayos Miguel Ballesteros Leo Wanner 55 32 0 07 Sep 2021
Do Encoder Representations of Generative Dialogue Models Encode Sufficient Information about the Task ? Prasanna Parthasarathi J. Pineau Sarath Chandar 54 2 0 20 Jun 2021
The Low-Dimensional Linear Geometry of Contextualized Word Representations Evan Hernandez Jacob Andreas MILM 106 45 0 15 May 2021
Assessing the Syntactic Capabilities of Transformer-based Multilingual Language Models Laura Pérez-Mayos Alba Táboas García Simon Mille Leo Wanner ELM LRM 46 8 0 10 May 2021
Morph Call: Probing Morphosyntactic Content of Multilingual Transformers Vladislav Mikhailov O. Serikov Ekaterina Artemova 84 9 0 26 Apr 2021
The Rediscovery Hypothesis: Language Models Need to Meet Linguistics Vassilina Nikoulina Maxat Tezekbayev Nuradil Kozhakhmet Madina Babazhanova Matthias Gallé Z. Assylbekov 67 8 0 02 Mar 2021
On the Evolution of Syntactic Information Encoded by BERT's Contextualized Representations Laura Pérez-Mayos Roberto Carlini Miguel Ballesteros Leo Wanner 64 7 0 27 Jan 2021
Enhancing deep neural networks with morphological information Matej Klemen Luka Krsnik Marko Robnik-Šikonja 98 12 0 24 Nov 2020
When Do You Need Billions of Words of Pretraining Data? Yian Zhang Alex Warstadt Haau-Sing Li Samuel R. Bowman 73 141 0 10 Nov 2020
Influence Patterns for Explaining Information Flow in BERT Kaiji Lu Zifan Wang Piotr (Peter) Mardziel Anupam Datta GNN 105 16 0 02 Nov 2020
Learning Which Features Matter: RoBERTa Acquires a Preference for Linguistic Generalizations (Eventually) Alex Warstadt Yian Zhang Haau-Sing Li Haokun Liu Samuel R. Bowman SSL AI4CE 80 22 0 11 Oct 2020
Unsupervised Distillation of Syntactic Information from Contextualized Word Representations Shauli Ravfogel Yanai Elazar Jacob Goldberger Yoav Goldberg 79 12 0 11 Oct 2020
How To Evaluate Your Dialogue System: Probe Tasks as an Alternative for Token-level Evaluation Metrics Prasanna Parthasarathi Joelle Pineau Sarath Chandar 71 6 0 24 Aug 2020
How to Probe Sentence Embeddings in Low-Resource Languages: On Structural Design Choices for Probing Task Evaluation Steffen Eger Johannes Daxenberger Iryna Gurevych 67 11 0 16 Jun 2020
A Primer in BERTology: What we know about how BERT works Anna Rogers Olga Kovaleva Anna Rumshisky OffRL 146 1,511 0 27 Feb 2020