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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

Multimodal Tabular Data Learning AAAI 2026
Can Models Help Us Create Better Models? Evaluating LLMs as Data Scientists EACL 2026
MultiTab: A Scalable Foundation for Multitask Learning on Tabular Data AAAI 2026
Memory-Augmented LLM-based Multi-Agent System for Automated Feature Generation on Tabular Data ACL 2026
The Problem of Ambiguity in Table Question Answering EACL 2026
Tables Guide Vision: Learning to See the Heart through Tabular Data WACV 2026
From Numbers to Narratives: Efficient Language Model-Based Detection for Safety-Critical Minority Classes EACL 2026
Tab-PET: Graph-Based Positional Encodings for Tabular Transformers AAAI 2026
Table Question Answering in the Era of Large Language Models: A Comprehensive Survey of Tasks, Methods, and Evaluation ACL 2026
Understanding Structured Financial Data with LLMs: A Case Study on Fraud Detection ACL 2026
Robust Detection of Synthetic Tabular Data Under Schema Variability AAAI 2026
Embeddings for Numerical Features Using tanh Activation ACL 2025
MINDS at SemEval-2025 Task 8: Question Answering Over Tabular Data via Large Language Model-generated SQL Queries ACL 2025
SBU-NLP at SemEval-2025 Task 8: Self-Correction and Collaboration in LLMs for Tabular Question Answering ACL 2025
Fully Test-Time Adaptation for Feature Decrement in Tabular Data IJCAI 2025
CCNU at SemEval-2025 Task 8: Enhancing Question Answering on Tabular Data with Two-Stage Corrections ACL 2025
ScottyPoseidon at SemEval-2025 Task 8: LLM-Driven Code Generation for Zero-Shot Question Answering on Tabular Data ACL 2025
Aestar at SemEval-2025 Task 8: Agentic LLMs for Question Answering over Tabular Data ACL 2025
Masked Language Modeling Becomes Conditional Density Estimation for Tabular Data Synthesis AAAI 2025
HITSZ-HLT at SemEval-2025 Task 8: Multi-turn Interactive Code Generation for Question Answering on Tabular Data ACL 2025
Synthetic Tabular Data Generation for Imbalanced Classification: The Surprising Effectiveness of an Overlap Class AAAI 2025
Representation Space Augmentation for Effective Self-Supervised Learning on Tabular Data AAAI 2025
GeoAggregator: An Efficient Transformer Model for Geo-Spatial Tabular Data AAAI 2025
Quality Assessment of Tabular Data using Large Language Models and Code Generation EMNLP 2025
Enhancing Temporal Understanding in LLMs for Semi-structured Tables NAACL 2025