No Training Required: Exploring Random Encoders for Sentence Classification

29 January 2019

Douwe Kiela

Papers citing "No Training Required: Exploring Random Encoders for Sentence Classification"

50 / 69 papers shown

Title
Identifying and Mitigating the Influence of the Prior Distribution in Large Language Models Liyi Zhang Veniamin Veselovsky R. Thomas McCoy Thomas L. Griffiths 61 0 0 17 Apr 2025
Syntactic Learnability of Echo State Neural Language Models at Scale Ryo Ueda Tatsuki Kuribayashi Shunsuke Kando Kentaro Inui 61 0 0 03 Mar 2025
Text Classification using Graph Convolutional Networks: A Comprehensive Survey Syed Mustafa Haider Rizvi Ramsha Imran Arif Mahmood GNN OOD FaML 26 0 0 12 Oct 2024
Private Language Models via Truncated Laplacian Mechanism Tianhao Huang Tao Yang Ivan Habernal Lijie Hu Di Wang 35 1 0 10 Oct 2024
Mechanistic? Naomi Saphra Sarah Wiegreffe AI4CE 29 9 0 07 Oct 2024
Establishing Deep InfoMax as an effective self-supervised learning methodology in materials informatics Michael Moran Vladimir V. Gusev M. Gaultois Dmytro Antypov M. Rosseinsky AI4CE 33 0 0 30 Jun 2024
Backdoor Learning for NLP: Recent Advances, Challenges, and Future Research Directions Marwan Omar SILM AAML 33 20 0 14 Feb 2023
Emergence of Maps in the Memories of Blind Navigation Agents Erik Wijmans Manolis Savva Irfan Essa Stefan Lee Ari S. Morcos Dhruv Batra 33 27 0 30 Jan 2023
Probing of Quantitative Values in Abstractive Summarization Models Nathan M. White 13 0 0 03 Oct 2022
EigenNoise: A Contrastive Prior to Warm-Start Representations H. Heidenreich Jake Williams 13 1 0 09 May 2022
Knowledge Distillation of Russian Language Models with Reduction of Vocabulary A. Kolesnikova Yuri Kuratov Vasily Konovalov Andrey Kravchenko VLM 32 10 0 04 May 2022
To Know by the Company Words Keep and What Else Lies in the Vicinity Jake Williams H. Heidenreich 16 0 0 30 Apr 2022
Empirical Evaluation and Theoretical Analysis for Representation Learning: A Survey Kento Nozawa Issei Sato AI4TS 21 4 0 18 Apr 2022
Identifying stimulus-driven neural activity patterns in multi-patient intracranial recordings Jeremy R. Manning 13 0 0 04 Feb 2022
An Isotropy Analysis in the Multilingual BERT Embedding Space S. Rajaee Mohammad Taher Pilehvar 18 32 0 09 Oct 2021
Efficient and Private Federated Learning with Partially Trainable Networks Hakim Sidahmed Zheng Xu Ankush Garg Yuan Cao Mingqing Chen FedML 49 13 0 06 Oct 2021
General Cross-Architecture Distillation of Pretrained Language Models into Matrix Embeddings Lukas Galke Isabelle Cuber Christophe Meyer Henrik Ferdinand Nolscher Angelina Sonderecker A. Scherp 36 2 0 17 Sep 2021
What's Hidden in a One-layer Randomly Weighted Transformer? Sheng Shen Z. Yao Douwe Kiela Kurt Keutzer Michael W. Mahoney 32 4 0 08 Sep 2021
Text Classification and Clustering with Annealing Soft Nearest Neighbor Loss Abien Fred Agarap DRL 13 0 0 23 Jul 2021
COM2SENSE: A Commonsense Reasoning Benchmark with Complementary Sentences Shikhar Singh Nuan Wen Yu Hou Pegah Alipoormolabashi Te-Lin Wu Xuezhe Ma Nanyun Peng LRM 23 57 0 02 Jun 2021
Random Embeddings and Linear Regression can Predict Protein Function Tianyu Lu Alex X. Lu Alan M. Moses SSL 24 5 0 25 Apr 2021
Sentence Embeddings by Ensemble Distillation Fredrik Carlsson Magnus Sahlgren 16 1 0 14 Apr 2021
Masked Language Modeling and the Distributional Hypothesis: Order Word Matters Pre-training for Little Koustuv Sinha Robin Jia Dieuwke Hupkes J. Pineau Adina Williams Douwe Kiela 45 243 0 14 Apr 2021
Cost-effective Deployment of BERT Models in Serverless Environment Katarína Benesová Andrej Svec Marek Suppa 22 2 0 19 Mar 2021
State Entropy Maximization with Random Encoders for Efficient Exploration Younggyo Seo Lili Chen Jinwoo Shin Honglak Lee Pieter Abbeel Kimin Lee 29 121 0 18 Feb 2021
On the Interpretability of Deep Learning Based Models for Knowledge Tracing Xinyi Ding Eric C. Larson 17 8 0 27 Jan 2021
Reservoir Transformers Sheng Shen Alexei Baevski Ari S. Morcos Kurt Keutzer Michael Auli Douwe Kiela 35 17 0 30 Dec 2020
Understanding Pure Character-Based Neural Machine Translation: The Case of Translating Finnish into English Gongbo Tang Rico Sennrich Joakim Nivre 30 7 0 06 Nov 2020
Not all parameters are born equal: Attention is mostly what you need Nikolay Bogoychev MoE 30 7 0 22 Oct 2020
Robust and Generalizable Visual Representation Learning via Random Convolutions Zhenlin Xu Deyi Liu Junlin Yang Colin Raffel Marc Niethammer OOD AAML 49 190 0 25 Jul 2020
Pre-training via Paraphrasing M. Lewis Marjan Ghazvininejad Gargi Ghosh Armen Aghajanyan Sida I. Wang Luke Zettlemoyer AIMat 22 158 0 26 Jun 2020
How to Probe Sentence Embeddings in Low-Resource Languages: On Structural Design Choices for Probing Task Evaluation Steffen Eger Johannes Daxenberger Iryna Gurevych 25 11 0 16 Jun 2020
Human Instruction-Following with Deep Reinforcement Learning via Transfer-Learning from Text Felix Hill Soňa Mokrá Nathaniel Wong Tim Harley LM&Ro 24 81 0 19 May 2020
Similarity Analysis of Contextual Word Representation Models John M. Wu Yonatan Belinkov Hassan Sajjad Nadir Durrani Fahim Dalvi James R. Glass 51 73 0 03 May 2020
Probing the Probing Paradigm: Does Probing Accuracy Entail Task Relevance? Abhilasha Ravichander Yonatan Belinkov Eduard H. Hovy 39 123 0 02 May 2020
Sparse, Dense, and Attentional Representations for Text Retrieval Y. Luan Jacob Eisenstein Kristina Toutanova M. Collins 30 395 0 01 May 2020
Quantifying the Contextualization of Word Representations with Semantic Class Probing Mengjie Zhao Philipp Dufter Yadollah Yaghoobzadeh Hinrich Schütze 22 27 0 25 Apr 2020
A Revised Generative Evaluation of Visual Dialogue Daniela Massiceti Viveka Kulharia P. Dokania N. Siddharth Philip Torr 20 0 0 20 Apr 2020
Information-Theoretic Probing with Minimum Description Length Elena Voita Ivan Titov 21 270 0 27 Mar 2020
How Powerful Are Randomly Initialized Pointcloud Set Functions? Aditya Sanghi P. Jayaraman 3DPC 19 3 0 11 Mar 2020
Echo State Neural Machine Translation Ankush Garg Yuan Cao Qi Ge 27 5 0 27 Feb 2020
On the impressive performance of randomly weighted encoders in summarization tasks Jonathan Pilault Jaehong Park C. Pal BDL 33 5 0 21 Feb 2020
Contextual Lensing of Universal Sentence Representations J. Kiros 15 5 0 20 Feb 2020
Text Classification with Lexicon from PreAttention Mechanism Qingbiao Li Chunhua Wu K. Zheng VLM 17 0 0 18 Feb 2020
Neural Machine Translation: A Review and Survey Felix Stahlberg 3DV AI4TS MedIm 20 311 0 04 Dec 2019
COSTRA 1.0: A Dataset of Complex Sentence Transformations P. Barancíková Ondrej Bojar 18 7 0 03 Dec 2019
Do Attention Heads in BERT Track Syntactic Dependencies? Phu Mon Htut Jason Phang Shikha Bordia Samuel R. Bowman 32 136 0 27 Nov 2019
Unsupervised Natural Question Answering with a Small Model Martin Andrews Sam Witteveen KELM ELM 26 4 0 19 Nov 2019
What do you mean, BERT? Assessing BERT as a Distributional Semantics Model Timothee Mickus Denis Paperno Mathieu Constant Kees van Deemter 26 45 0 13 Nov 2019
Deep Contextualized Self-training for Low Resource Dependency Parsing Guy Rotman Roi Reichart 18 50 0 11 Nov 2019