Embarrassingly Simple Unsupervised Aspect Based Sentiment Tuple Extraction

no code implementations • 21 Apr 2024 • Kevin Scaria, Abyn Scaria, Ben Scaria

Aspect Based Sentiment Analysis (ABSA) tasks involve the extraction of fine-grained sentiment tuples from sentences, aiming to discern the author's opinions.

Aspect-Based Sentiment Analysis Aspect-Based Sentiment Analysis (ABSA) +1

TarGEN: Targeted Data Generation with Large Language Models

1 code implementation • 27 Oct 2023 • Himanshu Gupta, Kevin Scaria, Ujjwala Anantheswaran, Shreyas Verma, Mihir Parmar, Saurabh Arjun Sawant, Chitta Baral, Swaroop Mishra

Finally, when pre-finetuned on our synthetic SuperGLUE dataset, T5-3B yields impressive results on the OpenLLM leaderboard, surpassing the model trained on the Self-Instruct dataset by 4. 14% points.

Decoder

Rule-Based Error Detection and Correction to Operationalize Movement Trajectory Classification

1 code implementation • 28 Aug 2023 • Bowen Xi, Kevin Scaria, Paulo Shakarian

Classification of movement trajectories has many applications in transportation.

InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis

1 code implementation • 16 Feb 2023 • Kevin Scaria, Himanshu Gupta, Siddharth Goyal, Saurabh Arjun Sawant, Swaroop Mishra, Chitta Baral

We introduce InstructABSA, an instruction learning paradigm for Aspect-Based Sentiment Analysis (ABSA) subtasks.

Aspect-Based Sentiment Analysis Aspect Extraction +2

"John is 50 years old, can his son be 65?" Evaluating NLP Models' Understanding of Feasibility

1 code implementation • 14 Oct 2022 • Himanshu Gupta, Neeraj Varshney, Swaroop Mishra, Kuntal Kumar Pal, Saurabh Arjun Sawant, Kevin Scaria, Siddharth Goyal, Chitta Baral

We show that even state-of-the-art models such as GPT-3, GPT-2, and T5 struggle to answer the feasibility questions correctly.

Binary Classification Question Answering