mavii

%0 Conference Proceedings %T Forged-GAN-BERT: Authorship Attribution for LLM-Generated Forged Novels %A Silva, Kanishka %A Frommholz, Ingo %A Can, Burcu %A Blain, Fred %A Sarwar, Raheem %A Ugolini, Laura %Y Falk, Neele %Y Papi, Sara %Y Zhang, Mike %S Proceedings of the 18th Conference of the European Chapter of the Association for Computational ...

Generate medium to full-length novels: Produce substantial stories with coherent narratives, suitable for novella or novel-length works. Easy setup and use: Get started quickly with minimal configuration required. Customizable prompts and models: Choose from existing prompts or create your own, and select from various language models.

will perform well in detecting AI-generated novels in a similar style to the original novels. This paper presents the Forged-GAN-BERT model, speci-cally designed to identify forged novels within the context of authorship attribution. We utilised 20 novels per author during this study, considering 5 randomly selected authors, prompting ChatGPT to

Fiction generator using LLM to create complete novels with coherent plots, developed characters, and diverse writing styles. License. MIT license 24 stars 6 forks Branches Tags Activity. Star ... Can I use the generated content commercially? A: Yes, but I recommend thorough review and editing before commercial use. ...

This combination allows to generate arbitrarily long and interesting stories, movie plots, or books. We open-source model weights and agent algorithm code, as well as give a demo dataset with works generated using the two. GOAT-70B-Storytelling is a finetuned version of LlaMA 2 70b. It was trained on a mix of instruction and story-writing tasks.

By recruiting over 100 NLP researchers to write novel ideas and blind reviews of both LLM and human ideas, we obtain the first statistically significant conclusion on current LLM capabilities for research ideation: we find LLM-generated ideas are judged as more novel (p<0.05) than human expert ideas while being judged slightly weaker on ...

We introduce the novel approach of treating novel-writing as a streaming "question-answer" chapter-generating conversation between user and assistant. We produce perceptible improvements in model creativity by building a rich novel plot gen-eration model through fine-tuning Vicuna-7b with StreamingLLM on chapter-by-chapter detailed plot summaries.

The goal was ambitious yet straightforward: create an open-source tool that could generate complete books while maintaining narrative consistency and character development throughout the story.

In recent years, the detection of AI-generated text has become a critical area of research due to concerns about academic integrity, misinformation, and ethical AI deployment. This paper presents COT Fine-tuned, a novel framework for detecting AI-generated text and identifying the specific language model. responsible for generating the text. We propose a dual-task approach, where Task A ...

No LLM model is particularly good at fiction. Those claiming otherwise have low expectations. Just compare a good human written story with the LLM output. The human one, when written by a skilled author, feels like the characters are alive and has them do stuff that feels to the reader, unpredictable yet inevitable once you've read the story.

For this we built Wordcraft - a human-AI co-writing interface with novel LLM-powered controls designed to support story writing. We conducted a user study investigating how hobbyist writers make use of these controls while writing short stories. ... How a Stylistic, Machine-Generated Thesaurus Impacts a Writer's Process. C&C (2019). Katy Gero ...

OpenAI S ays Its LLM Can Write Creatively Can a machine ever be truly creative? ... —“please write a metafictional literary short story about AI and grief”—alongside the 1,172-word narrative it generated. ... Joyce pioneered a stream-of-consciousness style that broke traditional narrative structures and redefined what a novel could be.

Similarly, an engagement ring observed by the player gained an engraving during the process. Entirely new objects, such as books or paperweights, were also created to fit the context, as in a reading room. G3 remarked, “Seeing things like books or paperweights being generated for some reason made me realize how a highly flexible game could be.”

Output generated in 37.74 seconds (27.10 tokens/s, 1023 tokens, context 73, seed 511980389) The garage door creaked loudly as Peter slowly opened it. He had been working on the car all day long, but now it was time for dinner. ... Galatea as described in the novel basically was a LLM, decades before that was possible. I'm surprised that people ...

By recruiting over 100 NLP researchers to write novel ideas and blind reviews of both LLM and human ideas, we obtain the first statistically significant conclusion on current LLM capabilities for research ideation: we find LLM-generated ideas are judged as more novel (p < 0.05) than human expert ideas while being judged slightly weaker on ...

LLM-generated ideas were judged to be significantly more novel than human expert ideas (p < 0.05). The mean novelty score was 5.64 for LLM ideas compared to 4.84 for human ideas on a 1-10 scale. Human reranking of LLM ideas further improved the novelty score to 5.81, though the difference was not statistically significant compared to the raw ...

He explained that, with the sequels, Inkitt story intelligence analysts had generated plot ideas with the help of an LLM. Then they came up with outlines based on those ideas, also aided by LLMs ...

And now we need to configure the LLM we want to use. There are a few ways to do this, but for simplicity lets use environment variables. ... In a future post I'll explore some ideas to extend Dramatron using embeddings to combine generated outputs in more meaningful ways. Newer Post. Teaching an LLM How to Read. Dramatron. Setup; Step 1: title ...