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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

Enhancing Temporal Understanding in LLMs for Semi-structured Tables NAACL 2025
Fully Test-Time Adaptation for Feature Decrement in Tabular Data IJCAI 2025
Representation Space Augmentation for Effective Self-Supervised Learning on Tabular Data AAAI 2025
TableLoRA: Low-rank Adaptation on Table Structure Understanding for Large Language Models ACL 2025
Doubling Your Data in Minutes: Ultra-fast Tabular Data Generation via LLM-Induced Dependency Graphs EMNLP 2025
TALON: A Multi-Agent Framework for Long-Table Exploration and Question Answering EMNLP 2025
Can LLMs Narrate Tabular Data? An Evaluation Framework for Natural Language Representations of Text-to-SQL System Outputs EMNLP 2025
STiL: Semi-supervised Tabular-Image Learning for Comprehensive Task-Relevant Information Exploration in Multimodal Classification CVPR 2025
iTBLS: A Dataset of Interactive Conversations Over Tabular Information ACL 2025
In-Context Learning of Soft Nearest Neighbor Classifiers for Intelligible Tabular Machine Learning ACL 2025
Retrieval-Augmented Forecasting with Tabular Time Series Data ACL 2025
Perspective: Leveraging Domain Knowledge for Tabular Machine Learning in the Medical Domain ACL 2025
Firefly Team at SemEval-2025 Task 8: Question-Answering over Tabular Data using SQL/Python generation with Closed-Source Large Language Models ACL 2025
A Context-Aware Approach for Enhancing Data Imputation with Pre-trained Language Models COLING 2025
HITSZ-HLT at SemEval-2025 Task 8: Multi-turn Interactive Code Generation for Question Answering on Tabular Data ACL 2025
Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches EMNLP 2025
CG-TGAN: Conditional Generative Adversarial Networks with Graph Neural Networks for Tabular Data Synthesizing AAAI 2025
Geodesic Flow Kernels for Semi-Supervised Learning on Mixed-Variable Tabular Dataset AAAI 2025
Core Intelligence at SemEval-2025 Task 8: Multi-hop LLM Agent for Tabular Question Answering ACL 2025
YNU-HPCC at SemEval-2025 Task 8: Enhancing Question-Answering over Tabular Data with TableGPT2 ACL 2025
CTIP: Towards Accurate Tabular-to-Image Generation for Tire Footprint Generation WACV 2025
TabaQA at SemEval-2025 Task 8: Column Augmented Generation for Question Answering over Tabular Data SEMEVAL 2025
Exploration Lab IITK at SemEval-2025 Task 8: Multi-LLM Agent QA over Tabular Data SEMEVAL 2025
Tab-Shapley: Identifying Top-k Tabular Data Quality Insights AAAI 2025
ICE-T: Interactions-aware Cross-column Contrastive Embedding for Heterogeneous Tabular Datasets AAAI 2025