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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

RECAL: Sample-Relation Guided Confidence Calibration over Tabular Data EMNLP 2023
Exploring the Numerical Reasoning Capabilities of Language Models: A Comprehensive Analysis on Tabular Data EMNLP 2023
OpenRT: An Open-source Framework for Reasoning Over Tabular Data ACL 2023
Tab-CoT: Zero-shot Tabular Chain of Thought ACL 2023
Sparse Interaction Additive Networks via Feature Interaction Detection and Sparse Selection NIPS 2022
Few-Shot Tabular Data Enrichment Using Fine-Tuned Transformer Architectures ACL 2022
Few-Shot Table Understanding: A Benchmark Dataset and Pre-Training Baseline COLING 2022
Subgroup Robustness Grows On Trees: An Empirical Baseline Investigation NIPS 2022
Why do tree-based models still outperform deep learning on typical tabular data? NIPS 2022
TransTab: Learning Transferable Tabular Transformers Across Tables NIPS 2022
Parameter-Efficient Abstractive Question Answering over Tables or Text ACL 2022
TabNAS: Rejection Sampling for Neural Architecture Search on Tabular Datasets NIPS 2022
Turning the Tables: Biased, Imbalanced, Dynamic Tabular Datasets for ML Evaluation NIPS 2022
Data-IQ: Characterizing subgroups with heterogeneous outcomes in tabular data NIPS 2022
Named Entity Recognition in Industrial Tables using Tabular Language Models EMNLP 2022
DocFin: Multimodal Financial Prediction and Bias Mitigation using Semi-structured Documents EMNLP 2022
Learning Enhanced Representation for Tabular Data via Neighborhood Propagation NIPS 2022
On Embeddings for Numerical Features in Tabular Deep Learning NIPS 2022
DANets: Deep Abstract Networks for Tabular Data Classification and Regression AAAI 2022
Generative Trees: Adversarial and Copycat ICML 2022
BERT-Sort: A Zero-shot MLM Semantic Encoder on Ordinal Features for AutoML AUTOML 2022
Table2Graph: Transforming Tabular Data to Unified Weighted Graph IJCAI 2022
Manipulating SHAP via Adversarial Data Perturbations (Student Abstract) AAAI 2022
Differentially Private Normalizing Flows for Synthetic Tabular Data Generation AAAI 2022
HybriDialogue: An Information-Seeking Dialogue Dataset Grounded on Tabular and Textual Data ACL 2022