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Ashlesha Akella

6 accepted papers

2025

CodeGenWrangler: Data Wrangling task automation using Code-Generating Models

NAACL 2025industry

Assuring the data quality of tabular datasets is essential for the efficiency of the diverse tabular downstream tasks (like summarization and fact-checking). Data-wrangling tasks effectively address the challenges associated with structured data processing to improve the quality of tabular data. Tra…

Cited by 0SourcePDFScholar
2025

Question-guided Insights Generation for Automated Exploratory Data Analysis

AAAI 2025technical

Exploratory Data Analysis (EDA) derives meaningful insights from extensive and complex datasets. This process typically involves a series of analytical operations to identify the patterns within the data. However, the effectiveness of EDA is often limited by the user's domain knowledge and proficien…

Cited by 0SourcePDFScholar
2024

An Automatic Prompt Generation System for Tabular Data Tasks

NAACL 2024industry

Efficient processing of tabular data is important in various industries, especially when working with datasets containing a large number of columns. Large language models (LLMs) have demonstrated their ability on several tasks through carefully crafted prompts. However, creating effective prompts fo…

Cited by 2SourcePDFScholar
2024

QUIS: Question-guided Insights Generation for Automated Exploratory Data Analysis

EMNLP 2024industry

Discovering meaningful insights from a large dataset, known as Exploratory Data Analysis (EDA), is a challenging task that requires thorough exploration and analysis of the data. Automated Data Exploration (ADE) systems use goal-oriented methods with Large Language Models and Reinforcement Learning…

Cited by 0SourcePDFScholar
2019

Effect of Mechanical Resistance on Cognitive Conflict in Physical Human-Robot Collaboration

ICRA 2019poster

Physical Human-Robot Collaboration (pHRC) is about the interaction between one or more human operator(s) and one or more robot(s) in direct contact and voluntarily exchanging forces to accomplish a common task. In any pHRC, the intuitiveness of the interaction has always been a priority, so that the…

Cited by 25SourceScholar