In this paper, we propose a novel abstractive model based on Variational Autoencoder (VAE) to address this issue. We also propose a Unified Summarization Framework for the generation of summaries. Our model eliminates non-critical information at a sentence-level with an extractive summarization ...
PKUSUMSUM is an integrated toolkit for automatic document summarization. It supports single-document, multi-document and topic-focused multi-document summarizations, and a variety of summarization methods have been implemented in the toolkit. It supports Western languages (e.g. English) and Chinese ...
LangChain Text Summarization and Image Generation replicatetexttoimagelarge-language-modelschatgptlangchainstability-ailangchain-js UpdatedMay 16, 2023 TypeScript This Repository contains mini projects purely made Using Python. email-validationyoutube-downloaderqrcode-generatortypingspeedtesttexttoimagephone-num...
而作者为了能够从大量的训练数据中学习描述商品的表达技巧,从而生成多样化的广告文案,模型采用了vae中的分布采样方法,根据商品属性从生成特定的分布,再从中采样出一个向量作为plan decoder的初始状态: 值得一提的是,使用VAE或者GAN进行文本生成也是近年来比较火热的课题,尤其是GAN在图像生成大获成功以后。笔者在研一上几...
Section 7 highlights both discussion and analysis regarding the output of both strengths and weaknesses. Section 8, it has provided a summarization regarding the overall study work. Literature review Recently, the definition of ad-hoc cloud computing as a definition was identified to explore various...
However, the researchers developed a pre-trained model in extractive summarization for the biomedical domain, which is a challenging approach. They trained the sentence using the BIOBERTSUM language model, which follows the sentence position embedding mechanism12. While working with the embedding ...
✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ Specific ✓ General ✓ ✓ ✓ General ✓ General ✓ General Metrics ✓ ✓ ✓ ✓ works that addressed adversarial attacks towards DL models for NLP tasks, such as text classification, machine translation, and text summarization. To...
论文阅读:《Pretraining-Based Natural Language Generation for Text Summarization》 论文地址:https://arxiv.org/abs/1902.09243 简介 该论文自称是首个将BERT应用在文本生成任务上的文章,论文讲解的非常的清晰详细,模型的框架依然使用经典的encoder-decoder形式,encoder层使用了BERT,生成句子向量,decoder层思想比较新颖,...
Perma Memory, Summarization, Paraphrasing LoRA-Rama - shows LoRA checkpoints and ability to switch between them LoRA scaling (experimental) - adjust LoRA impact using a sclider https://github.com/FartyPants/Playground Ooba_Dieroller A super simple extension that reads dice notation (eg. "2d6")...
Part of generated examples: IMDB Movie Review NLL, BLEU and SBLEU on test dataset: Part of generated examples (withmax_length=100): Sequence-to-Sequence Generation GigaWord (Summarization) ROUGE metric on test dataset using beam search (withbeam_size=5):...