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"Llamas Fiction."
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Llama Llama happy birthday!
\"It's Llama Llama's birthday, and he can't wait to celebrate with his friends! But they all seem to be busy. Or are they avoiding him? Llama Llama doesn't understand what's going on, and feels left out. Llama Llama might be in for his biggest surprise yet when he finds out what his friends are really up to!\"--Page [4] of cover.
Book
Be Sure to Use the Same Writing Style: Applying Authorship Verification on Large-Language-Model-Generated Texts
Recently, there have been significant advances and wide-scale use of generative AI in natural language generation. Models such as OpenAI’s GPT3 and Meta’s LLaMA are widely used in chatbots, to summarize documents, and to generate creative content. These advances raise concerns about abuses of these models, especially in social media settings, such as large-scale generation of disinformation, manipulation campaigns that use AI-generated content, and personalized scams. We used stylometry (the analysis of style in natural language text) to analyze the style of AI-generated text. Specifically, we applied an existing authorship verification (AV) model that can predict if two documents are written by the same author on texts generated by GPT2, GPT3, ChatGPT and LLaMA. Our AV model was trained only on human-written text and was effectively used in social media settings to analyze cases of abuse. We generated texts by providing the language models with fanfiction snippets and prompting them to complete the rest of it in the same writing style as the original snippet. We then applied the AV model across the texts generated by the language models and the human written texts to analyze the similarity of the writing styles between these texts. We found that texts generated with GPT2 had the highest similarity to the human texts. Texts generated by GPT3 and ChatGPT were very different from the human snippet, and were similar to each other. LLaMA-generated texts had some similarity to the original snippet but also has similarities with other LLaMA-generated texts and texts from other models. We then conducted a feature analysis to identify the features that drive these similarity scores. This analysis helped us answer questions like which features distinguish the language style of language models and humans, which features are different across different models, and how these linguistic features change over different language model versions. The dataset and the source code used in this analysis have been made public to allow for further analysis of new language models.
Journal Article
Llama Llama trick or treat
Llama Llama picks out the perfect Halloween costume and goes trick-or-treating with Mama and his friends.
Book
Llama Llama gram and grandpa
\"It's an exciting day for Llama Llama; he's going to visit Gram and Grandpa Llama and spend the night his first night away from home and from Mama. But he makes sure to pack everything he needs. And there are so many fun things to do with Gram and Grandpa. It's not until he gets ready for bed that he realizes that he's forgotten something important. Fuzzy Llama. Fortunately, Grandpa Llama has a wonderful solution and soon Llama Llama is having sweet dreams\" -- Provided by publisher.
Book
Llama Llama dance recital fun
Llama Llama helps his friend Luna get over her stage fright so that she can dance in a recital.
Book
Llama llama red pajama
At bedtime, a little llama worries after his mother puts him to bed and and goes downstairs.
Book
Llama Llama and the lucky pajamas
Look out, world--Llama Llama is a TV star! The beloved character, made famous by Anna Dewdney's best-selling picture books, is now the star of his own Netflix original series.
Book
Crafty Llama
Llama knits while considering what special thing she wants to do, and soon all of her friends have joined her except Beaver, who only likes to make things that are useful.
Book