Debjit Paul
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Hi there! I'm a Postdoctoral Researcher working with Antoine Bosselut, Boi Faltings, and Robert West at EPFL. Before EPFL, I completed my Ph.D. under the supervision of Anette Frank in the Department of Computational Linguistics at Heidelberg University and also a part of Research Training Group AIPHES.
My overarching research objective is to enhance the reasoning capabilities of artificial agents by advancing their ability to understand the complex interplay between language, knowledge representation, and cognitive reasoning processes. To accomplish this goal, I have focused my investigations in three areas:
Hi there! I'm a Postdoctoral Researcher working with Antoine Bosselut, Boi Faltings, and Robert West at EPFL. Before EPFL, I completed my Ph.D. under the supervision of Anette Frank in the Department of Computational Linguistics at Heidelberg University and also a part of Research Training Group AIPHES.
My overarching research objective is to enhance the reasoning capabilities of artificial agents by advancing their ability to understand the complex interplay between language, knowledge representation, and cognitive reasoning processes. To accomplish this goal, I have focused my investigations in three areas:
- Reasoning with knowledge representations - AI agents must be grounded by knowledge dynamics to generalize to unseen situations robustly. My research has focused on designing computational models capable of reasoning over knowledge.
- Learning to generate explanations for reasoning - When a model explains its decision-making steps or logical steps it took to reach that conclusion, it enhances transparency and helps build trust in the system. My research has focused on designing computational models that generate explanations before making the final decisions.
- Aligning Models with Human or AI Feedback - Text generation models are observed to display undesired and inconsistent behaviours, such as hallucination and unfaithful reasoning. My research has focused on designing methods to rectify the undesired behaviours of text generation models through interaction.
News
Nov 7, 2024 | Talk at Microsoft Research (MSR), Bangalore, India. |
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Sep 22, 2024 | Two papers are accepted at EMNLP 2024 |
Sep 17, 2024 | Guest Lecture in the Topics in Natural Language Processing course at EPFL. |
Jun 27, 2024 | Teaching at the IFI Summer School 2024 at University of Zurich on Modern NLP with LLMs. |
Feb 21, 2024 | Check out our new preprint paper Making Reasoning Matter: Measuring and Improving Faithfulness of Chain-of-Thought Reasoning |