Search Results for author: Maitrey Mehta

Found 6 papers, 3 papers with code

Psychotherapy is Not One Thing: Simultaneous Modeling of Different Therapeutic Approaches

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.

Multi-Label Classification

Promptly Predicting Structures: The Return of Inference

1 code implementation12 Jan 2024 Maitrey Mehta, Valentina Pyatkin, Vivek Srikumar

Can the promise of the prompt-based paradigm be extended to such structured outputs?

Structured Prediction valid

Learning Constraints for Structured Prediction Using Rectifier Networks

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.

Structured Prediction valid

INFOTABS: Inference on Tables as Semi-structured Data

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.

A Logic-Driven Framework for Consistency of Neural Models

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.

Natural Language Inference

Correlated discrete data generation using adversarial training

no code implementations3 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.

Anomaly Detection Image Inpainting +1

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