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...
1.对于生成的llm文本,强调数据量(size)、多样性 (diversity)、复杂性(complexity) 2.总共16万训练集,其中12万是llm数据。 3.复杂性上面使用了lm来微调human文本,并且使用Contrastive Search进行解码 算法 1.融合的使用将问题转化成排序问题 2.最优的单模型来自mistralai/Mistral-7B-v0.1微调,achieving 0.984 on p...
'prompt_name', 'label']] train = standardize_categories(train) train_old = pd.read_csv("/kaggle/input/llm-detect-ai-generated-text/train_essays.csv") train_old.rename(columns={'generated': 'label'}, inplace=True) train_old['prompt_...
kaggle datasets download -d lizhecheng/llm-detect-ai-generated-text-dataset unzip llm-detect-ai-generated-text-dataset.zip 3. Download Traditional Dataset (If you want to use tree models and prompt-related dataset) kaggle datasets download -d thedrcat/daigt-v2-train-dataset unzip daigt-v2-tra...
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 ...
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. ...
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. - change prompts · Lizhecheng02/Kaggle-LLM-Detect_AI_Ge
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. - wordpiece tokenizer · Lizhecheng02/Kaggle-LLM-Detect_
Competition Notebook LLM - Detect AI Generated Text Run 542.7s Private Score 0.874979 Best Score 0.874979 V3historyVersion 3 of 3 License This Notebook has been released under the Apache 2.0 open source license. Continue exploring Input3 files arrow_right_alt Output5 files arrow_right_alt Logs...
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