Sapandeep Singh Sandhu and Amanpreet Kaur Sandhu, “Controlled Emoji Effects in Fine-Grained Tweet Valence: A Multi-Metric Benchmark of Transformer Checkpoints”, IJCISIM, vol. 18, no. 1s, p. 9, Jun. 2026.