Soumya Chatterjee — accepted AI-conference papers

2022

Accurate Online Posterior Alignments for Principled Lexically-Constrained Decoding

Soumya Chatterjee, Sunita Sarawagi, Preethi Jyothi

ACL 2022long

Online alignment in machine translation refers to the task of aligning a target word to a source word when the target sequence has only been partially decoded. Good online alignments facilitate important applications such as lexically constrained translation where user-defined dictionaries are used…

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2021

Model-Agnostic Fits for Understanding Information Seeking Patterns in Humans

Soumya Chatterjee, Pradeep Shenoy

AAAI 2021technical

In decision making tasks under uncertainty, humans display characteristic biases in seeking, integrating, and acting upon information relevant to the task. Here, we reexamine data from previous carefully designed experiments, collected at scale, that measured and catalogued these biases in aggregate…

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