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Addressing Issues of Cross-Linguality in Open-Retrieval Question Answering Systems For Emergent Domains ...
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A Massively Multilingual Analysis of Cross-linguality in Shared Embedding Space ...
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Investigating Memorization of Conspiracy Theories in Text Generation ...
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Abstract:
Read paper: https://www.aclanthology.org/2021.findings-acl.416 Abstract: The adoption of natural language generation (NLG) models can leave individuals vulnerable to the generation of harmful information memorized by the models, such as conspiracy theories. While previous studies examine conspiracy theories in the context of social media, they have not evaluated their presence in the new space of generative language models. In this work, we investigate the capability of language models to generate conspiracy theory text. Specifically, we aim to answer: can we test pretrained generative language models for the memorization and elicitation of conspiracy theories without access to the model's training data? We highlight the difficulties of this task and discuss it in the context of memorization, generalization, and hallucination. Utilizing a new dataset consisting of conspiracy theory topics and machine-generated conspiracy theories helps us discover that many conspiracy theories are deeply rooted in the ...
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Keyword:
Computational Linguistics; Condensed Matter Physics; Deep Learning; Electromagnetism; FOS Physical sciences; Neural Network; Semantics
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URL: https://dx.doi.org/10.48448/dkm4-bx93 https://underline.io/lecture/26507-investigating-memorization-of-conspiracy-theories-in-text-generation
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Neural Stylistic Response Generation with Disentangled Latent Variables ...
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Modeling Disclosive Transparency in NLP Application Descriptions ...
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A Massively Multilingual Analysis of Cross-linguality in Shared Embedding Space ...
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Progressively Pretrained Dense Corpus Index for Open-Domain Question Answering ...
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Evaluating Transformer-Based Multilingual Text Classification ...
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TabFact: A Large-scale Dataset for Table-based Fact Verification ...
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Deep Reinforcement Learning with Distributional Semantic Rewards for Abstractive Summarization ...
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Analyzing and Interpreting Convolutional Neural Networks in NLP ...
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Hate Lingo: A Target-based Linguistic Analysis of Hate Speech in Social Media ...
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"Liar, Liar Pants on Fire": A New Benchmark Dataset for Fake News Detection ...
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TFW, DamnGina, Juvie, and Hotsie-Totsie: On the Linguistic and Social Aspects of Internet Slang ...
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“Love ya, jerkface”: using Sparse Log-Linear Models to Build Positive (and Impolite) Relationships with Teens ...
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