Search Results for author: Sumanta Bhattacharyya

Found 2 papers, 1 papers with code

Energy-Based Reranking: Improving Neural Machine Translation Using Energy-Based Models

1 code implementation ACL 2021 Sumanta Bhattacharyya, Amirmohammad Rooshenas, Subhajit Naskar, Simeng Sun, Mohit Iyyer, Andrew McCallum

To benefit from this observation, we train an energy-based model to mimic the behavior of the task measure (i. e., the energy-based model assigns lower energy to samples with higher BLEU score), which is resulted in a re-ranking algorithm based on the samples drawn from NMT: energy-based re-ranking (EBR).

Computational Efficiency Machine Translation +4

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