Knowledge distillation refers to the idea of model compression by teaching a smaller network, step by step, exactly what to do using a bigger already trained network. The ‘soft labels’ refer to the output feature maps by the bigger network after every convolution layer. The smaller network is...
Knowledge distillation refers to the idea of model compression by teaching a smaller network, step by step, exactly what to do using a bigger already trained network. The ‘soft labels’ refer to the output feature maps by the bi...
Phrase-Level Masking:把短语作为一个整体MASK,如a series of作为一个短语整体,被一起【MASK】 4.2 Dialogue Language Model(DLM) 增加了对话数据的任务,如下图所示,数据不是单轮问答的形式(即问题+答案),而是多轮问答的数据,即可以是QQR、QRQ等等。同上面一样,也是把里面的单token、实体、短语【MASK】掉,然后...
NSP：预测两个句子是不是上下文的关系 Masked Language Model（MLM）Masked Language Modelling（MLM） 捕...
💥 Fast State-of-the-Art Tokenizers optimized for Research and Production nlp natural-language-processing transformers gpt language-model bert natural-language-understanding Updated Nov 6, 2024 Rust fishaudio / Bert-VITS2 Star 8k Code Issues Pull requests Discussions vits2 backbone with multil...
BERT’s key technical innovation is applying the bidirectional training of Transformer, a popular attention model, to language modelling. It has caused a stir in the Machine Learning community by presenting state-of-the-art results in a wide variety of N
>>>topic_model.get_document_info(docs)DocumentTopicNameTop_n_wordsProbability...IamsuresomebashersofPens...00_game_team_games_seasongame-team-games...0.200010...Mybrotherisinthemarketfor...-1-1_can_your_will_anycan-your-will...0.420668...Finallyyousaidwhatyoudream...-1-1_can_your_will...
VideoBERT: A Joint Model for Video and Language Representation Learning, ICCV 2019 VideoBERT应该是最早做多模态BERT的文章,跟VisualBERT,Unicoder-VL等图像文本预训练单流模型相似,在结构上同样采用堆叠的 Transformer。不同地方在于对视频中视频帧以及音频语言的处理。该工作将video中提取出的特征向量通过聚类的方...
Models that get smaller but preserve performance were a trend we started seeing in 2019 and want to keep steady for 2020. Maybe some innovative approaches will appear besides model pruning or distillation? The folks at Huggingface— creators of the ubiquitous Transformers library— got us talking ...
When the model incorrectly classified a title as fake news, 4. When the model incorrectly classified a title as real news. Bidirectional long short term memory classifier architecture and training For the Bidirectional Long Short Term Memory (LSTM) classifier to work efficiently, text was first con...