data analysis

Jupiter: Enhancing LLM Data Analysis Capabilities via Notebook and Inference-Time Value-Guided Search AAAI 2026 Why Do Open-Source LLMs Struggle with Data Analysis? A Systematic Empirical Study AAAI 2026 AIRepr: An Analyst-Inspector Framework for Evaluating Reproducibility of LLMs in Data Science EMNLP 2025 An LLM-Based Approach for Insight Generation in Data Analysis NAACL 2025 Gravity-Bench-v1: A Benchmark on Gravitational Physics Discovery for Agents ICML 2025 The AI Co-Ethnographer: How Far Can Automation Take Qualitative Research? NAACL 2025 Are LLMs Capable of Data-based Statistical and Causal Reasoning? Benchmarking Advanced Quantitative Reasoning with Data ACL 2024 Benchmarking Data Science Agents ACL 2024 DACO: Towards Application-Driven and Comprehensive Data Analysis via Code Generation NeurIPS 2024 EasyTS: The Express Lane to Long Time Series Forecasting AAAI 2024 Text2Analysis: A Benchmark of Table Question Answering with Advanced Data Analysis and Unclear Queries AAAI 2024 AnaMeta: A Table Understanding Dataset of Field Metadata Knowledge Shared by Multi-dimensional Data Analysis Tasks ACL 2023 CRT-QA: A Dataset of Complex Reasoning Question Answering over Tabular Data EMNLP 2023 Is GPT-4 a Good Data Analyst? EMNLP 2023 Rehabilitating Homeless: Dataset and Key Insights AAAI 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