Mehdi Rezagholizadeh
4 papers in the PaperMetrix corpus
Papers by this author
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Bilingual-GAN: A Step Towards Parallel Text Generation
2019 · arXiv (Cornell University)
Latent space based GAN methods and attention based sequence to sequence models have achieved impressive results in text generation and unsupervised machine translation respectively. Leveraging the two domains, we propose an adversarial latent space based …
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Pro-KD: Progressive Distillation by Following the Footsteps of the Teacher
2021 · arXiv (Cornell University)
With ever growing scale of neural models, knowledge distillation (KD) attracts more attention as a prominent tool for neural model compression. However, there are counter intuitive observations in the literature showing some challenging limitations of …
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From Fully Trained to Fully Random Embeddings: Improving Neural Machine Translation with Compact Word Embedding Tables
2022 · Proceedings of the AAAI Conference on Artificial Intelligence
Embedding matrices are key components in neural natural language processing (NLP) models that are responsible to provide numerical representations of input tokens (i.e. words or subwords). In this paper, we analyze the impact and utility …
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EditNTS: An Neural Programmer-Interpreter Model for Sentence Simplification through Explicit Editing
2019
We present the first sentence simplification model that learns explicit edit operations (ADD, DELETE, and KEEP) via a neural programmer-interpreter approach. Most current neural sentence simplification systems are variants of sequence-to-sequence models adopted from machine …