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table understanding

113 papers

Papers

QuASAR: A Question-Driven Structure-Aware Approach for Table-to-Text Generation ACL 2025 RealHiTBench: A Comprehensive Realistic Hierarchical Table Benchmark for Evaluating LLM-Based Table Analysis ACL 2025 Realistic Training Data Generation and Rule Enhanced Decoding in LLM for NameGuess EMNLP 2025 REAL-MM-RAG: A Real-World Multi-Modal Retrieval Benchmark ACL 2025 RedOne: Revealing Domain-specific LLM Post-Training in Social Networking Services EMNLP 2025 Rethinking Table Instruction Tuning ACL 2025 RETQA: A Large-Scale Open-Domain Tabular Question Answering Dataset for Real Estate Sector AAAI 2025 SCITAT: A Question Answering Benchmark for Scientific Tables and Text Covering Diverse Reasoning Types ACL 2025 SKA-Bench: A Fine-Grained Benchmark for Evaluating Structured Knowledge Understanding of LLMs EMNLP 2025 SportReason: Evaluating Retrieval-Augmented Reasoning across Tables and Text for Sports Question Answering EMNLP 2025 TABARD: A Novel Benchmark for Tabular Anomaly Analysis, Reasoning and Detection EMNLP 2025 TabComp: A Dataset for Visual Table Reading Comprehension NAACL 2025 TableDreamer: Progressive and Weakness-guided Data Synthesis from Scratch for Table Instruction Tuning ACL 2025 Table Understanding and (Multimodal) LLMs: A Cross-Domain Case Study on Scientific vs. Non-Scientific Data ACL 2025 WikiMixQA: A Multimodal Benchmark for Question Answering over Tables and Charts ACL 2025 YNU-HPCC at SemEval-2025 Task 8: Enhancing Question-Answering over Tabular Data with TableGPT2 SemEval 2025 Bridging Textual and Tabular Worlds for Fact Verification: A Lightweight, Attention-Based Model COLING 2024 Chain-of-Table: Evolving Tables in the Reasoning Chain for Table Understanding ICLR 2024 Evaluating LLMs’ Mathematical Reasoning in Financial Document Question Answering ACL 2024 Integrating Table Representations into Large Language Models for Improved Scholarly Document Comprehension ACL 2024 MATSA: Multi-Agent Table Structure Attribution EMNLP 2024 Multimodal Table Understanding ACL 2024 OpenT2T: An Open-Source Toolkit for Table-to-Text Generation EMNLP 2024 OSX at Context24: How Well Can GPT Tackle Contexualizing Scientific Figures and Tables ACL 2024 SpreadsheetBench: Towards Challenging Real World Spreadsheet Manipulation NeurIPS 2024