As shown in Table 6, the increase of the Twitter data does not benefit the unified multi-source model (uni-MS-A), and even amplifies negative transfer for the Answers and Reviews domains.
the performance of our MoE (MoE-A) model stays stable, consistently increasing with more Twitter, showing robustness in handling negative transfer.