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226 papers

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large language model (13587) question answering (2963) code generation (746) table question answering (121) table understanding (132) representation learning (6206) synthetic data generation (590) few-shot learning (3398) zero-shot learning (3650) neural network (6616)

Papers

Representation Space Augmentation for Effective Self-Supervised Learning on Tabular Data AAAI 2025
Masked Language Modeling Becomes Conditional Density Estimation for Tabular Data Synthesis AAAI 2025
Synthetic Tabular Data Generation for Imbalanced Classification: The Surprising Effectiveness of an Overlap Class AAAI 2025
M2-TabFact: Multi-Document Multi-Modal Fact Verification with Visual and Textual Representations of Tabular Data ACL 2025
CCNU at SemEval-2025 Task 8: Enhancing Question Answering on Tabular Data with Two-Stage Corrections ACL 2025
ICE-T: Interactions-aware Cross-column Contrastive Embedding for Heterogeneous Tabular Datasets AAAI 2025
CTIP: Towards Accurate Tabular-to-Image Generation for Tire Footprint Generation WACV 2025
Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches EMNLP 2025
TableLLM: Enabling Tabular Data Manipulation by LLMs in Real Office Usage Scenarios ACL 2025
Perspective: Leveraging Domain Knowledge for Tabular Machine Learning in the Medical Domain ACL 2025
Tab-Shapley: Identifying Top-k Tabular Data Quality Insights AAAI 2025
SemEval-2025 Task 8: Question Answering over Tabular Data ACL 2025
Retrieval-Augmented Forecasting with Tabular Time Series Data ACL 2025
STiL: Semi-supervised Tabular-Image Learning for Comprehensive Task-Relevant Information Exploration in Multimodal Classification CVPR 2025
TabGLM: Tabular Graph Language Model for Learning Transferable Representations Through Multi-Modal Consistency Minimization AAAI 2025
Exploration Lab IITK at SemEval-2025 Task 8: Multi-LLM Agent QA over Tabular Data ACL 2025
Geodesic Flow Kernels for Semi-Supervised Learning on Mixed-Variable Tabular Dataset AAAI 2025
Can LLMs Narrate Tabular Data? An Evaluation Framework for Natural Language Representations of Text-to-SQL System Outputs EMNLP 2025
Unsupervised Anomaly Detection for Tabular Data Using Deep Noise Evaluation AAAI 2025
TALON: A Multi-Agent Framework for Long-Table Exploration and Question Answering EMNLP 2025
Doubling Your Data in Minutes: Ultra-fast Tabular Data Generation via LLM-Induced Dependency Graphs EMNLP 2025
ScottyPoseidon at SemEval-2025 Task 8: LLM-Driven Code Generation for Zero-Shot Question Answering on Tabular Data ACL 2025
MINDS at SemEval-2025 Task 8: Question Answering Over Tabular Data via Large Language Model-generated SQL Queries ACL 2025
Aestar at SemEval-2025 Task 8: Agentic LLMs for Question Answering over Tabular Data ACL 2025
Template-Driven LLM-Paraphrased Framework for Tabular Math Word Problem Generation AAAI 2025