table understanding

Efficient Table Retrieval and Understanding with Multimodal Large Language Models EACL 2026 Mixture-of-Minds: Multi-Agent Reinforcement Learning for Table Understanding ACL 2026 Multimodal Table Understanding with Difficulty-aware Reinforcement Learning AAAI 2026 Syllogism-Inspired TableQA: Evidentialization Makes Decomposition Reasoning and Answer Verification More Reliable AAAI 2026 TabFlash: Efficient Table Understanding with Progressive Question Conditioning and Token Focusing AAAI 2026 When LLMs Read Tables Carelessly: Measuring and Reducing Data Referencing Errors ACL 2026 2Columns1Row: A Russian Benchmark for Textual and Multimodal Table Understanding and Reasoning EMNLP 2025 Bridging the Semantic Gap Between Text and Table: A Case Study on NL2SQL ICLR 2025 Can GRPO Boost Complex Multimodal Table Understanding? EMNLP 2025 Chain-of-Query: Unleashing the Power of LLMs in SQL-Aided Table Understanding via Multi-Agent Collaboration IJCNLP 2025 Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner IJCAI 2025 Enhancing Temporal Understanding in LLMs for Semi-structured Tables NAACL 2025 Exploring Multimodal Relation Extraction of Hierarchical Tabular Data with Multi-task Learning ACL 2025 GRIT: Guided Relational Integration for Efficient Multi-Table Understanding EMNLP 2025 HeGTa: Leveraging Heterogeneous Graph-enhanced Large Language Models for Few-shot Complex Table Understanding AAAI 2025 Hybrid Graphs for Table-and-Text based Question Answering using LLMs NAACL 2025 iTBLS: A Dataset of Interactive Conversations Over Tabular Information ACL 2025 LongTableBench: Benchmarking Long-Context Table Reasoning across Real-World Formats and Domains EMNLP 2025 M2-TabFact: Multi-Document Multi-Modal Fact Verification with Visual and Textual Representations of Tabular Data ACL 2025 MMQA: Evaluating LLMs with Multi-Table Multi-Hop Complex Questions ICLR 2025 MRT at SemEval-2025 Task 8: Maximizing Recovery from Tables with Multiple Steps SemEval 2025 MTabVQA: Evaluating Multi-Tabular Reasoning of Language Models in Visual Space EMNLP 2025 MULTITAT: Benchmarking Multilingual Table-and-Text Question Answering EMNLP 2025 NBDESCRIB: A Dataset for Text Description Generation from Tables and Code in Jupyter Notebooks with Guidelines ACL 2025 Planning for Success: Exploring LLM Long-term Planning Capabilities in Table Understanding CoNLL 2025