Bert
Dynamic Traffic Network Representation Model for MRT Passenger Flow
·11 mins
Paper
Paper
Traffic-Flow
Transfer-Learning
Bert
Attention
Spatio-Temporal
Knowledge-Based Systems 2024: BERT dynamic station representations plus a hierarchical attention model that predicts MRT passenger flow from time, station and route views
A Chinese Dimensional Valence-Arousal-Irony Detection on Sentence-level and Context-level Using Deep Learning Model
·7 mins
Paper
Paper
Nlp
Irony
Valence-Arousal
Bert
Span-Prediction
IJCLCLP 2022: the journal extension of CDVAI, applying three feature-combination setups at both the sentence and context level and adding automatic prediction of the ironic context span
Factor Detection Task of Cyberbullying Using the Deep Learning Model
·9 mins
Paper
Paper
Nlp
Cyberbullying
Bert
Big-Data
Annotation
IEEE BigData 2022 Workshop: defining six cyberbullying factors, building a Chinese PTT corpus, and using BERT to detect them and analyze bullying patterns around public figures
A Dimensional Valence-Arousal-Irony Dataset for Chinese Sentence and Context
·8 mins
Paper
Paper
Nlp
Dataset
Irony
Valence-Arousal
Annotation
Bert
ROCLING 2022: extending the NTU irony corpus with sentence-level V/A/I and context-level V/A intensities, and benchmarking it with BERT
DVA-BERT: Sentiment-Based Masked Language Modeling for Valence–Arousal Prediction
·9 mins
Paper
Paper
Nlp
Sentiment-Analysis
Bert
Masked-Language-Model
Valence-Arousal
Applied Intelligence 2022: masking sentiment words by their intensity instead of random tokens, as an auxiliary task that improves sentence-level valence–arousal prediction
A Dynamic Embedding Method for Passenger Flow Estimation
·9 mins
Paper
Paper
Traffic-Flow
Transfer-Learning
Bert
Embedding
Spatio-Temporal
IIAI-AAI 2021: BERT-pretrained dynamic MRT station embeddings replace GMAN’s static station features; Competitive Paper Award