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1
Ara-Women-Hate: The first Arabic Hate Speech corpus regarding Women ...
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2
Towards the Early Detection of Child Predators in Chat Rooms: A BERT-based Approach ...
Abstract: The identification of child predators in chat rooms has been a concerning issue for a long time. The COVID-19 pandemic has caused an increase in internet usage and thus, an increase in the incidents of child exploitation. Hence, there is an urgent requirement to develop a system that can protect children from sexual exploitation. In this work, we propose a BERT-based approach to the early detection of child predators using the PAN'12 dataset. Our methodology makes use of a minimum number of dialogues and is able to identify child predators in chats within 45 minutes. An extensive comparison against other deep learning methods suited to text classification tasks and a detailed qualitative analysis makes the case for our proposed methodology. ...
Keyword: Computational Linguistics; Conversational Agent; Language Models; Machine Learning; Machine Learning and Data Mining; Natural Language Processing; Neural Network
URL: https://dx.doi.org/10.48448/z4tk-hc71
https://underline.io/lecture/39666-towards-the-early-detection-of-child-predators-in-chat-rooms-a-bert-based-approach
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3
One Semantic Parser to Parse Them All: Sequence to Sequence Multi-Task Learning on Semantic Parsing Datasets ...
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4
STaCK: Sentence Ordering with Temporal Commonsense Knowledge ...
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5
Searching for an Effective Defender: Benchmarking Defense against Adversarial Word Substitution ...
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6
Graphine: A Dataset for Graph-aware Terminology Definition Generation ...
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7
End-to-end style-conditioned poetry generation: What does it take to learn from examples alone? ...
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8
To what extent do human explanations of model behavior align with actual model behavior? ...
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9
Time-aware Graph Neural Network for Entity Alignment between Temporal Knowledge Graphs ...
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10
What’s Hidden in a One-layer Randomly Weighted Transformer? ...
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11
Finetuning Pretrained Transformers into RNNs ...
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12
Comparing Span Extraction Methods for Semantic Role Labeling ...
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13
Sometimes We Want Ungrammatical Translations ...
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14
Pruning Neural Machine Translation for Speed Using Group Lasso ...
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15
Elementary-Level Math Word Problem Generation using Pre-Trained Transformers ...
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16
Does External Knowledge Help Explainable Natural Language Inference? Automatic Evaluation vs. Human Ratings ...
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17
The Low-Resource Double Bind: An Empirical Study of Pruning for Low-Resource Machine Translation ...
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18
Knowledge Graph Representation Learning using Ordinary Differential Equations ...
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19
What Models Know About Their Attackers: Deriving Attacker Information From Latent Representations ...
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20
Mind the Context: The Impact of Contextualization in Neural Module Networks for Grounding Visual Referring Expressions ...
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