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cs.CL2024★ 4 cited
Complexity of Symbolic Representation in Working Memory of Transformer Correlates with the Complexity of a Task
Alsu Sagirova, Mikhail Burtsev
Even though Transformers are extensively used for Natural Language Processing tasks, especially for machine translation, they lack an explicit memory to store key concepts of proce…
cs.CL2023
Uncertainty Guided Global Memory Improves Multi-Hop Question Answering
Alsu Sagirova, Mikhail Burtsev
Transformers have become the gold standard for many natural language processing tasks and, in particular, for multi-hop question answering (MHQA). This task includes processing a l…