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1
Learning from the Worst: Dynamically Generated Datasets to Improve Online Hate Detection ...
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2
FLAVA: A Foundational Language And Vision Alignment Model ...
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3
I like fish, especially dolphins: Addressing Contradictions in Dialogue Modeling ...
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4
Improving Question Answering Model Robustness with Synthetic Adversarial Data Generation ...
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5
Reservoir Transformers ...
Abstract: Read paper: https://www.aclanthology.org/2021.acl-long.331 Abstract: We demonstrate that transformers obtain impressive performance even when some of the layers are randomly initialized and never updated. Inspired by old and well-established ideas in machine learning, we explore a variety of non-linear “reservoir” layers interspersed with regular transformer layers, and show improvements in wall-clock compute time until convergence, as well as overall performance, on various machine translation and (masked) language modelling tasks. ...
Keyword: Computational Linguistics; Condensed Matter Physics; Deep Learning; Electromagnetism; FOS Physical sciences; Information and Knowledge Engineering; Neural Network; Semantics
URL: https://dx.doi.org/10.48448/j6nk-9976
https://underline.io/lecture/26036-reservoir-transformers
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6
Gradient-based Adversarial Attacks against Text Transformers ...
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7
DynaSent: A Dynamic Benchmark for Sentiment Analysis ...
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8
On the Efficacy of Adversarial Data Collection for Question Answering: Results from a Large-Scale Randomized Study ...
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9
Masked Language Modeling and the Distributional Hypothesis: Order Word Matters Pre-training for Little ...
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10
Deep Artificial Neural Networks Reveal a Distributed Cortical Network Encoding Propositional Sentence-Level Meaning
In: J Neurosci (2021)
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