All Bark and No Bite: Rogue Dimensions in Transformer Language Models Obscure Representational Quality

9 September 2021

Papers citing "All Bark and No Bite: Rogue Dimensions in Transformer Language Models Obscure Representational Quality"

35 / 35 papers shown

Title
Do Large Language Models know who did what to whom? Joseph M. Denning Xiaohan Bryor Snefjella Idan A. Blank 188 1 0 23 Apr 2025
Outlier dimensions favor frequent tokens in language models Iuri Macocco Nora Graichen Gemma Boleda Marco Baroni 87 1 0 27 Mar 2025
ReSi: A Comprehensive Benchmark for Representational Similarity Measures Max Klabunde Tassilo Wald Tobias Schumacher Klaus H. Maier-Hein Markus Strohmaier Adriana Iamnitchi AI4TS VLM 197 6 0 13 Mar 2025
Implicit Geometry of Next-token Prediction: From Language Sparsity Patterns to Model Representations Yize Zhao Tina Behnia V. Vakilian Christos Thrampoulidis 150 10 0 20 Feb 2025
Geometric Signatures of Compositionality Across a Language Model's Lifetime Jin Hwa Lee Thomas Jiralerspong Lei Yu Yoshua Bengio Emily Cheng CoGe 123 3 0 02 Oct 2024
LEACE: Perfect linear concept erasure in closed form Nora Belrose David Schneider-Joseph Shauli Ravfogel Ryan Cotterell Edward Raff Stella Biderman KELM MU 64 113 0 06 Jun 2023
Similarity of Neural Network Models: A Survey of Functional and Representational Measures Max Klabunde Tobias Schumacher M. Strohmaier Florian Lemmerich 119 73 0 10 May 2023
The MultiBERTs: BERT Reproductions for Robustness Analysis Thibault Sellam Steve Yadlowsky Jason W. Wei Naomi Saphra Alexander DÁmour ... Iulia Turc Jacob Eisenstein Dipanjan Das Ian Tenney Ellie Pavlick 81 94 0 30 Jun 2021
BERT Busters: Outlier Dimensions that Disrupt Transformers Olga Kovaleva Saurabh Kulshreshtha Anna Rogers Anna Rumshisky 68 90 0 14 May 2021
Let's Play Mono-Poly: BERT Can Reveal Words' Polysemy Level and Partitionability into Senses Aina Garí Soler Marianna Apidianaki MILM 225 69 0 29 Apr 2021
Positional Artefacts Propagate Through Masked Language Model Embeddings Ziyang Luo Artur Kulmizev Xiaoxi Mao 66 41 0 09 Nov 2020
Analyzing the Source and Target Contributions to Predictions in Neural Machine Translation Elena Voita Rico Sennrich Ivan Titov 48 86 0 21 Oct 2020
Probing Pretrained Language Models for Lexical Semantics Ivan Vulić Edoardo Ponti Robert Litschko Goran Glavaš Anna Korhonen KELM 66 245 0 12 Oct 2020
Discourse structure interacts with reference but not syntax in neural language models Forrest Davis Marten van Schijndel 41 20 0 10 Oct 2020
What Happens To BERT Embeddings During Fine-tuning? Amil Merchant Elahe Rahimtoroghi Ellie Pavlick Ian Tenney 67 187 0 29 Apr 2020
Leveraging Contextual Embeddings for Detecting Diachronic Semantic Shift Matej Martinc Petra Kralj Novak Senja Pollak 30 72 0 02 Dec 2019
How Contextual are Contextualized Word Representations? Comparing the Geometry of BERT, ELMo, and GPT-2 Embeddings Kawin Ethayarajh 74 868 0 02 Sep 2019
Representation Degeneration Problem in Training Natural Language Generation Models Jun Gao Di He Xu Tan Tao Qin Liwei Wang Tie-Yan Liu 54 266 0 28 Jul 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 536 24,351 0 26 Jul 2019
XLNet: Generalized Autoregressive Pretraining for Language Understanding Zhilin Yang Zihang Dai Yiming Yang J. Carbonell Ruslan Salakhutdinov Quoc V. Le AI4CE 220 8,415 0 19 Jun 2019
Visualizing and Measuring the Geometry of BERT Andy Coenen Emily Reif Ann Yuan Been Kim Adam Pearce F. Viégas Martin Wattenberg MILM 78 417 0 06 Jun 2019
Blackbox meets blackbox: Representational Similarity and Stability Analysis of Neural Language Models and Brains Samira Abnar Lisa Beinborn Rochelle Choenni Willem H. Zuidema 35 76 0 04 Jun 2019
Correlation Coefficients and Semantic Textual Similarity V. Zhelezniak Aleksandar Savkov April Shen Nils Y. Hammerla 58 50 0 19 May 2019
Correlating neural and symbolic representations of language Grzegorz Chrupała Afra Alishahi NAI 32 72 0 14 May 2019
BERTScore: Evaluating Text Generation with BERT Tianyi Zhang Varsha Kishore Felix Wu Kilian Q. Weinberger Yoav Artzi 287 5,791 0 21 Apr 2019
On Measuring Social Biases in Sentence Encoders Chandler May Alex Jinpeng Wang Shikha Bordia Samuel R. Bowman Rachel Rudinger 93 599 0 25 Mar 2019
Linguistic Knowledge and Transferability of Contextual Representations Nelson F. Liu Matt Gardner Yonatan Belinkov Matthew E. Peters Noah A. Smith 113 730 0 21 Mar 2019
Evaluating Word Embedding Models: Methods and Experimental Results Bin Wang Angela Wang Fenxiao Chen Yun Cheng Wang C.-C. Jay Kuo ELM 49 264 0 28 Jan 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.6K 94,511 0 11 Oct 2018
On the importance of single directions for generalization Ari S. Morcos David Barrett Neil C. Rabinowitz M. Botvinick 64 333 0 19 Mar 2018
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 654 130,942 0 12 Jun 2017
All-but-the-Top: Simple and Effective Postprocessing for Word Representations Jiaqi Mu S. Bhat Pramod Viswanath 61 309 0 05 Feb 2017
SimVerb-3500: A Large-Scale Evaluation Set of Verb Similarity D. Gerz Ivan Vulić Felix Hill Roi Reichart Anna Korhonen 58 263 0 02 Aug 2016
SimLex-999: Evaluating Semantic Models with (Genuine) Similarity Estimation Felix Hill Roi Reichart Anna Korhonen 98 1,303 0 15 Aug 2014
Distributed Representations of Words and Phrases and their Compositionality Tomas Mikolov Ilya Sutskever Kai Chen G. Corrado J. Dean NAI OCL 367 33,520 0 16 Oct 2013