Deconstructing Neural Networks for Time Series Forecasting
Ablation study of neural network components for forecasting, finding gating and attention improve RNNs while recurrence …...
Preprint
LLMs for Page Stream Segmentation
Enhanced TABME benchmark for page stream segmentation, creating TABME++, showing fine-tuned decoder-based LLMs …...
Analytical Model of Word2Vec and GloVe Statistics
Analytical model of Word2Vec and GloVe statistics. First analytical solution to Word2Vec's softmax skip-gram with bias …...
EigenNoise: Data-Free Word Vector Initialization
Investigation into EigenNoise, a data-free initialization scheme for word vectors that approaches pre-trained model …...
NewsTweet Dataset: Social Media in Digital Journalism
NewsTweet dataset and pipeline for studying embedded tweets in online news. Analysis shows 13% of stories contain …...
Coordinated Social Targeting on Twitter
Investigation into follower dynamics on high-profile Twitter accounts, documenting sub-second spikes, saw-tooth …...