text - 论文文本本身。 generated - 论文是由学生撰写(0)还是由法学硕士生成(1)。 该字段是目标,不存在于 test_essays.csv 中。 train_prompts.csv - 文章是针对这些领域的信息而撰写的。 Prompt_id - 每个提示的唯一标识符。 Prompt_name - 提示的标题。 四、比赛思路与实现 模型选择 我们最开始使用的是Mi...
赛题名称:LLM - Detect AI Generated Text 赛题链接:https://www.kaggle.com/competitions/llm-detect-ai-generated-text赛题背景随着LLM的普及,许多人担心它们会取代或改变通常由人类完成的工作。教育工作者特…
作为一名研一学生,本着积累经验的原则,我参加了这次内容为《LLM - Detect AI Generated Text》的 Kaggle 竞赛。比赛结束后,我学习了排名前几位的选手给出的方案,并在此写下自己对一篇高分竞赛方案的学习报告,我挑选了一份人气最高的高分方案(源码和作者在本文最上方),梳理了其完成整个比赛的步骤,并且学习和总结...
LLM可能导致剽窃的潜在问题是学术界最大的关注点之一。LLM在大规模的文本和代码数据集上训练,这意味着它们能够生成与人类书写的文本非常相似的文本。例如,学生可以使用大型语言模型生成不是他们自己的文章,错过了关键的学习步骤。 赛题任务 本次比赛要求参赛者开发一个机器学习模型,该模型可以准确检测论文是由学生还是LL...
Name Last commit message Last commit date Latest commit Cannot retrieve latest commit at this time. History 91 Commits bpe_trained_tokenizer calculate_perplexity generate_dataset gpt3.5_dataset kaggle_dataset large_dataset models models_essay_features ...
LLM - Detect AI Generated Text Identify which essay was written by a large language model OverviewDataCodeModelsDiscussionLeaderboardRules Oh no! Loading items failed. We are experiencing some issues. Please try again, if the issue is persistent pleasecontact us. ...
augmented-data-for-llm-detect-ai-generated-text daigt-v2-train-dataset Language Python Competition Notebook LLM - Detect AI Generated Text Private Score 0.874979 Best Score 0.874979 V3 License This Notebook has been released under the Apache 2.0 open source license. Continue exploring Input3 files...
This repository contains the source code and resources for a binary classification project aimed at detecting AI-generated texts. The project is based on the Kaggle competition and utilizes a variety of classical machine learning models as well as a fine-tuned DistilRoBERTa model to achieve its goa...
Can we discernAI-generated texts from Human-generated ones? Past Research & Detectability On one hand, DetectGPT from Stanford compares the probability that a model assigns to the written text to that of a modification of the text, to detect. ...
Detecting text generated by large language models (LLMs) is of great recent interest. With zero-shot methods like DetectGPT, detection capabilities have reached impressive levels. However, the reliability of existing detectors in real-world applications remains underexplored. In this study, we present...