no code implementations • NAACL (CLPsych) 2022 • Maitrey Mehta, Derek Caperton, Katherine Axford, Lauren Weitzman, David Atkins, Vivek Srikumar, Zac Imel
Yet, NLP work in this area has been restricted to evaluating a single approach to treatment, when prior research indicates therapists used a wide variety of interventions with their clients, often in the same session.
1 code implementation • 12 Jan 2024 • Maitrey Mehta, Valentina Pyatkin, Vivek Srikumar
Can the promise of the prompt-based paradigm be extended to such structured outputs?
1 code implementation • ACL 2020 • Xingyuan Pan, Maitrey Mehta, Vivek Srikumar
Various natural language processing tasks are structured prediction problems where outputs are constructed with multiple interdependent decisions.
no code implementations • ACL 2020 • Vivek Gupta, Maitrey Mehta, Pegah Nokhiz, Vivek Srikumar
In this paper, we observe that semi-structured tabulated text is ubiquitous; understanding them requires not only comprehending the meaning of text fragments, but also implicit relationships between them.
1 code implementation • IJCNLP 2019 • Tao Li, Vivek Gupta, Maitrey Mehta, Vivek Srikumar
While neural models show remarkable accuracy on individual predictions, their internal beliefs can be inconsistent across examples.
no code implementations • 3 Apr 2018 • Shreyas Patel, Ashutosh Kakadiya, Maitrey Mehta, Raj Derasari, Rahul Patel, Ratnik Gandhi
Generative Adversarial Networks (GAN) have shown great promise in tasks like synthetic image generation, image inpainting, style transfer, and anomaly detection.