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1
Winoground: Probing Vision and Language Models for Visio-Linguistic Compositionality ...
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ANLIzing the Adversarial Natural Language Inference Dataset
In: Proceedings of the Society for Computation in Linguistics (2022)
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3
Learning from the Worst: Dynamically Generated Datasets to Improve Online Hate Detection ...
Abstract: Read paper: https://www.aclanthology.org/2021.acl-long.132 Abstract: We present a human-and-model-in-the-loop process for dynamically generating datasets and training better performing and more robust hate detection models. We provide a new dataset of 40,000 entries, generated and labelled by trained annotators over four rounds of dynamic data creation. It includes 15,000 challenging perturbations and each hateful entry has fine-grained labels for the type and target of hate. Hateful entries make up 54% of the dataset, which is substantially higher than comparable datasets. We show that model performance is substantially improved using this approach. Models trained on later rounds of data collection perform better on test sets and are harder for annotators to trick. They also have better performance on HateCheck, a suite of functional tests for online hate detection. We provide the code, dataset and annotation guidelines for other researchers to use. ...
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/znsf-s209
https://underline.io/lecture/25441-learning-from-the-worst-dynamically-generated-datasets-to-improve-online-hate-detection
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4
FLAVA: A Foundational Language And Vision Alignment Model ...
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5
I like fish, especially dolphins: Addressing Contradictions in Dialogue Modeling ...
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6
Improving Question Answering Model Robustness with Synthetic Adversarial Data Generation ...
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7
Reservoir Transformers ...
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8
Gradient-based Adversarial Attacks against Text Transformers ...
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9
DynaSent: A Dynamic Benchmark for Sentiment Analysis ...
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10
On the Efficacy of Adversarial Data Collection for Question Answering: Results from a Large-Scale Randomized Study ...
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11
Masked Language Modeling and the Distributional Hypothesis: Order Word Matters Pre-training for Little ...
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12
Deep Artificial Neural Networks Reveal a Distributed Cortical Network Encoding Propositional Sentence-Level Meaning
In: J Neurosci (2021)
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13
Emergent Linguistic Phenomena in Multi-Agent Communication Games ...
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14
Inferring concept hierarchies from text corpora via hyperbolic embeddings ...
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15
Inferring concept hierarchies from text corpora via hyperbolic embeddings
In: Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics (ACL 2019) (2019)
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16
Countering Language Drift via Visual Grounding ...
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17
Emergent Translation in Multi-Agent Communication ...
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18
Visually Grounded and Textual Semantic Models Differentially Decode Brain Activity Associated with Concrete and Abstract Nouns ...
Anderson, AJ; Kiela, Douwe; Clark, Stephen. - : Apollo - University of Cambridge Repository, 2017
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19
Virtual Embodiment: A Scalable Long-Term Strategy for Artificial Intelligence Research ...
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20
HyperLex: A Large-Scale Evaluation of Graded Lexical Entailment ...
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