Search Results for author: Siddhartha Arora

Found 4 papers, 2 papers with code

Improving Dialog Evaluation with a Multi-reference Adversarial Dataset and Large Scale Pretraining

1 code implementation23 Sep 2020 Ananya B. Sai, Akash Kumar Mohankumar, Siddhartha Arora, Mitesh M. Khapra

However, no such data is publicly available, and hence existing models are usually trained using a single relevant response and multiple randomly selected responses from other contexts (random negatives).

Dialogue Evaluation

On Knowledge distillation from complex networks for response prediction

no code implementations NAACL 2019 Siddhartha Arora, Mitesh M. Khapra, Harish G. Ramaswamy

In order to overcome this, we use standard simple models which do not capture all pairwise interactions, but learn to emulate certain characteristics of a complex teacher network.

Knowledge Distillation Question Answering

Towards Exploiting Background Knowledge for Building Conversation Systems

1 code implementation EMNLP 2018 Nikita Moghe, Siddhartha Arora, Suman Banerjee, Mitesh M. Khapra

Existing dialog datasets contain a sequence of utterances and responses without any explicit background knowledge associated with them.

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