Transfer Learning

ARSeek: Identifying API Resource Using Code and Discussion on Stack Overflow

ARSeek identifies API resources by jointly analyzing code snippets and natural-language discussions on Stack Overflow, outperforming single-modality baselines for developer API queries.

On the Effectiveness of Pretrained Models for API Learning

An empirical study evaluating the effectiveness of pre-trained models for API learning tasks, comparing PTM variants against traditional baselines across API sequence completion and cross-lingual API mapping.

FACOS: Finding API Relevant Contents on Stack Overflow with Semantic and Syntactic Analysis

FACOS combines semantic and syntactic analysis to automatically find API-relevant content on Stack Overflow, outperforming pure keyword-based retrieval for developer API queries.

Empirical Study on PTMs for App Reviews classification

Evaluating Pre-Trained Models for User Feedback Analysis in Software Engineering - A Study on Classification of App-Reviews

AOBTM

AOBTM - Adaptive Online Biterm Topic Modeling for Version Sensitive Short-texts Analysis