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Found 5 papers, 2 papers with code
Adapting WavLM for Speech Emotion Recognition
Recently, the usage of speech self-supervised models (SSL) for downstream tasks has been drawing a lot of attention.
Evaluation of Contrastive Learning with Various Code Representations for Code Clone Detection
The first task is code clone detection, which we evaluate on the POJ-104 dataset containing implementations of 104 algorithms.
Evaluating the Impact of Source Code Parsers on ML4SE Models
Even though the process of extracting ASTs from code can be done with different parsers, the impact of choosing a parser on the final model quality remains unstudied.
Assessing Project-Level Fine-Tuning of ML4SE Models
We evaluate three models of different complexity and compare their quality in three settings: trained on a large dataset of Java projects, further fine-tuned on the data from a particular project, and trained from scratch on this data.
PSIMiner: A Tool for Mining Rich Abstract Syntax Trees from Code
PSI trees contain code syntax trees as well as functions to work with them, and therefore can be used to enrich code representation using static analysis algorithms of modern IDEs.
