conftrace_

data analysis

20 papers

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Co-occurring keywords

large language model (13587) code generation (746) table question answering (121) benchmark evaluation (1556) multi-step reasoning (150) table understanding (132) tabular datum (226) machine learning (436) question answering (2963) public transportation datum (1)

Papers

Why Do Open-Source LLMs Struggle with Data Analysis? A Systematic Empirical Study AAAI 2026
Jupiter: Enhancing LLM Data Analysis Capabilities via Notebook and Inference-Time Value-Guided Search AAAI 2026
An LLM-Based Approach for Insight Generation in Data Analysis NAACL 2025
The AI Co-Ethnographer: How Far Can Automation Take Qualitative Research? NAACL 2025
p²-TQA: A Process-based Preference Learning Framework for Self-Improving Table Question Answering Models AACL 2025
AIRepr: An Analyst-Inspector Framework for Evaluating Reproducibility of LLMs in Data Science EMNLP 2025
DACO: Towards Application-Driven and Comprehensive Data Analysis via Code Generation NIPS 2024
Benchmarking Data Science Agents ACL 2024
Text2Analysis: A Benchmark of Table Question Answering with Advanced Data Analysis and Unclear Queries AAAI 2024
EasyTS: The Express Lane to Long Time Series Forecasting AAAI 2024
Are LLMs Capable of Data-based Statistical and Causal Reasoning? Benchmarking Advanced Quantitative Reasoning with Data ACL 2024
Rehabilitating Homeless: Dataset and Key Insights AAAI 2023
CRT-QA: A Dataset of Complex Reasoning Question Answering over Tabular Data EMNLP 2023
Is GPT-4 a Good Data Analyst? EMNLP 2023
AnaMeta: A Table Understanding Dataset of Field Metadata Knowledge Shared by Multi-dimensional Data Analysis Tasks ACL 2023
DataLab: A Platform for Data Analysis and Intervention ACL 2022
Numerical Optimization to AI, and Back AAAI 2019
Text Assisted Insight Ranking Using Context-Aware Memory Network AAAI 2019
Design and Analysis of the NIPS 2016 Review Process JMLR 2018
The Berkeley Phonetics Machine INTERSPEECH 2016