defdummy(text):returntextvectorizer=TfidfVectorizer(ngram_range=(3,5),lowercase=False,sublinear_tf=True,analyzer='word',tokenizer=dummy,preprocessor=dummy,token_pattern=None,strip_accents='unicode')vectorizer.fit(tokenized_texts_test)# Getting vocabvocab=vectorizer.vocabulary_print(vocab)vectorizer=Tfid...
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。教育工作者特别关注它们对学生技能发展的影响,尽管许多人仍然乐观地认为LLM最终将成为帮助学生提高写作技巧的有用工具。
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。教育工作者特别关注它们对学生技能发展的影响,尽管许多人仍然乐观地认为LLM最终将成为帮助学生提高写作技巧的有用工具。
LLM - Detect AI Generated Text 解决方案汇总 写在前面 这是一个很有价值的比赛,笔者也参与了这场比赛。虽然在public中取的了还不错的成绩,但是最终在private里面shake 了300名。同时记录汇总一下TOP方案,并加上自己的一些感悟。会持续更新本文章! 比赛背景 近年来,大型语言模型(LLMs)变得越来越复杂,能够生成难...
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...
This repo contains our code and configurations for the LLM - Detect AI Generated Text competition. The summary of the solution is posted here. Please refer to the following sections for details on training and dependencies. Section 1: Setup 1.1 Hardware Jarvislabs.ai was our primary source of ...
Detect whether the text is AI-generated by training a new tokenizer and combining it with tree classification models or by training language models on a large dataset of human & AI-generated texts. - Lizhecheng02/Kaggle-LLM-Detect_AI_Generated_Text
Amidst this critical time, we study detectability of AI-generated texts through an information theory lens. We provide evidence for optimism: it should almost always be possible to detect unless human and machine text distributions are exactly the same over the entire support. ...
2.最优的单模型来自mistralai/Mistral-7B-v0.1微调,achieving 0.984 on private & 0.966 on public LB.这一点确实让人吃惊 大模型在传统nlu任务上面效果竟然领先deberta这么多! 3.对Ghostbuster论文里面算法进行了复现, we used llama 7b and tiny llama 1.1B. It scored 0.974 on private & 0.957 on public ...
Universal LLM Deployment Engine with ML Compilation - [Tokenizer] Auto-detect TokenizerInfo from tokenizer.json (#2416) · mlc-ai/mlc-llm@13c0661