Search Results for author: Avani Gupta

Found 4 papers, 1 papers with code

CitRet: A Hybrid Model for Cited Text Span Retrieval

1 code implementation COLING 2022 Amit Pandey, Avani Gupta, Vikram Pudi

The paper aims to identify cited text spans in the reference paper related to the given citance in the citing paper.

Retrieval Semantic Textual Similarity

Med42 -- Evaluating Fine-Tuning Strategies for Medical LLMs: Full-Parameter vs. Parameter-Efficient Approaches

no code implementations23 Apr 2024 Clément Christophe, Praveen K Kanithi, Prateek Munjal, Tathagata Raha, Nasir Hayat, Ronnie Rajan, Ahmed Al-Mahrooqi, Avani Gupta, Muhammad Umar Salman, Gurpreet Gosal, Bhargav Kanakiya, Charles Chen, Natalia Vassilieva, Boulbaba Ben Amor, Marco AF Pimentel, Shadab Khan

This study presents a comprehensive analysis and comparison of two predominant fine-tuning methodologies - full-parameter fine-tuning and parameter-efficient tuning - within the context of medical Large Language Models (LLMs).

Retrieval

A survey on Concept-based Approaches For Model Improvement

no code implementations21 Mar 2024 Avani Gupta, P J Narayanan

Some recent works also use concepts for model improvement in terms of interpretability and generalization.

Disentanglement Explainable artificial intelligence +1

Goal-Oriented Next Best Activity Recommendation using Reinforcement Learning

no code implementations6 May 2022 Prerna Agarwal, Avani Gupta, Renuka Sindhgatta, Sampath Dechu

The results show that the recommendations from our proposed approach outperform in goal satisfaction and conformance compared to the existing state-of-the-art next best activity recommendation techniques.

Activity Prediction reinforcement-learning +1

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