Search Results for author: Chia-Yi Su

Found 4 papers, 4 papers with code

Revisiting File Context for Source Code Summarization

1 code implementation5 Sep 2023 Aakash Bansal, Chia-Yi Su, Collin McMillan

Source code summarization is the task of writing natural language descriptions of source code.

Code Summarization Source Code Summarization

Semantic Similarity Loss for Neural Source Code Summarization

1 code implementation14 Aug 2023 Chia-Yi Su, Collin McMillan

We also propose to combine our loss with traditional CCE for each word, which streamlines the training process compared to baselines.

Code Summarization Semantic Similarity +3

A Language Model of Java Methods with Train/Test Deduplication

1 code implementation15 May 2023 Chia-Yi Su, Aakash Bansal, Vijayanta Jain, Sepideh Ghanavati, Collin McMillan

In contrast to many existing language models, we prioritize features for researchers including an open and easily-searchable training set, a held out test set with different levels of deduplication from the training set, infrastructure for deduplicating new examples, and an implementation platform suitable for execution on equipment accessible to a relatively modest budget.

Descriptive Language Modelling

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