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Ibraheem Muhammad Moosa

2 accepted papers

2026

Understanding Dynamic Compute Allocation in Recurrent Transformers

ICML 2026poster

Token-level adaptive computation seeks to reduce inference cost by allocating more computation to harder tokens and less to easier ones. However, prior work is primarily evaluated on natural-language benchmarks using task-level metrics, where token-level difficulty is unobservable and confounded wit…

Cited by 0SourceScholar
2024

MT-Ranker: Reference-free machine translation evaluation by inter-system ranking

ICLR 2024spotlight

Traditionally, Machine Translation (MT) Evaluation has been treated as a regression problem -- producing an absolute translation-quality score. This approach has two limitations: i) the scores lack interpretability, and human annotators struggle with giving consistent scores; ii) most scoring method…