Abstract: Highlights•The T-A-S triplets can be decoded from the end-to-end output of TTEE.•BERT-based model is employed to encode context and aspect-sentiment pairs separately.•TTEE efficiently reduces redundant calculations of embedding process.•TTEE excels in detecting implicit targets within the context.