Search Results for author: Junyan Cheng

Found 5 papers, 3 papers with code

Multimodal Phased Transformer for Sentiment Analysis

1 code implementation EMNLP 2021 Junyan Cheng, Iordanis Fostiropoulos, Barry Boehm, Mohammad Soleymani

We evaluate our model with three sentiment analysis datasets and achieve comparable or superior performance compared with the existing methods, with a 90% reduction in the number of parameters.

Sentiment Analysis

On the Transition from Neural Representation to Symbolic Knowledge

no code implementations3 Aug 2023 Junyan Cheng, Peter Chin

Bridging the huge disparity between neural and symbolic representation can potentially enable the incorporation of symbolic thinking into neural networks from essence.

Dictionary Learning

Graph Conditioned Sparse-Attention for Improved Source Code Understanding

1 code implementation1 Dec 2021 Junyan Cheng, Iordanis Fostiropoulos, Barry Boehm

The fusion between a graph representation like Abstract Syntax Tree (AST) and a source code sequence makes the use of current approaches computationally intractable for large input sequence lengths.

Code Summarization Variable misuse

GN-Transformer: Fusing AST and Source Code information in Graph Networks

no code implementations1 Jan 2021 Junyan Cheng, Iordanis Fostiropoulos, Barry Boehm

As opposed to natural languages, source code understanding is influenced by grammar relations between tokens regardless of their identifier name.

Code Summarization Source Code Summarization

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