Ishaan Gulrajani
3 papers in the PaperMetrix corpus
Papers by this author
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Diffusion-LM Improves Controllable Text Generation
2022 · arXiv (Cornell University)
Controlling the behavior of language models (LMs) without re-training is a major open problem in natural language generation. While recent works have demonstrated successes on controlling simple sentence attributes (e.g., sentiment), there has been little …
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Likelihood-Based Diffusion Language Models
2023 · arXiv (Cornell University)
Despite a growing interest in diffusion-based language models, existing work has not shown that these models can attain nontrivial likelihoods on standard language modeling benchmarks. In this work, we take the first steps towards closing …
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Ask Me Anything: Dynamic Memory Networks for Natural Language Processing
2015 · arXiv (Cornell University)
Most tasks in natural language processing can be cast into question answering (QA) problems over language input. We introduce the dynamic memory network (DMN), a neural network architecture which processes input sequences and questions, forms …