GPT-2 for Machine Translation: 虽然GPT-3在这方面有更大的进展,但一些早期的机器翻译模型也基于GPT-2进行了微调,用于不同语言对之间的翻译任务。 Fine-tuned GPT-2 for Sentiment Analysis: 一些研究和应用也使用微调的GPT-2模型来进行情感分析。这些模型在情感分类数据集上进行微调,以便更好地理解和分类文本的...
构建GPT2ForSummarization模型,注意***shift right***的操作。 frommindsporeimportopsfrommindnlp.transformersimportGPT2LMHeadModelclassGPT2ForSummarization(GPT2LMHeadModel):defconstruct(self,input_ids=None,attention_mask=None,labels=None,):outputs=super().construct(input_ids=input_ids,attention_mask=attent...
transformers import GPT2LMHeadModel class GPT2ForSummarization(GPT2LMHeadModel): def construct( self, input_ids = None, attention_mask = None, labels = None, ): outputs = super().construct(input_ids=input_ids, attention_mask=attention_mask) shift_logits = outputs.logits[..., :-1, :]...
Pre-trained language model has a good performance in text summarization task, thus we present a neural text summarization based on a powerful pre-trained language model GPT-2. In this paper, we propose a Chinese text summarization model by extending into our downstream task to acquire relevant,...
在论文「Sample Efficient TextSummarization Using a Single Pre-Trained Transformer」中,仅含解码器的transformer是第一个在语言模型上进行预训练的,然后才完成的概述任务。结果证明在遇到有限的数据集时,它比预训练的仅含编码器-解码器transformer效果要好。 GPT2的论文也展示了在语言模型中预训练后的模型的概括结果...
InSample Efficient Text Summarization Using a Single Pre-Trained Transformer, a decoder-only transformer is first pre-trained on language modeling, then finetuned to do summarization. It turns out to achieve better results than a pre-trained encoder-decoder transformer in limited data settings. ...
NLP Use-cases | GPT-3 DemoGPT2故事生成器：GPT2代码官方：GitHub - openai/gpt-2: Code for ...
model called GPT-2 that generates realistic paragraphs of text, while also exhibiting zero shot generalization on tasks like machine translation, question answering, reading comprehension, and summarization - problems usually approached by using training datasets and models designed explicitly for these ...
nlptext-generationtorchtransformerchinesenews-summarizationgpt2 UpdatedMar 8, 2022 Python graykode/gpt-2-Pytorch Star995 Code Issues Pull requests Simple Text-Generator with OpenAI gpt-2 Pytorch Implementation nlpnatural-language-processingpytorchimplementationtext-generatorstory-tellinggpt-2gpt2 ...
Let’s start with a simple task:text summarization. For thoseAI development companieswanting to build an app that summarizes a news article, T5 is perfectly suited for the task. For example, givingthis articleto T5, here are three different summaries it produced: ...