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Papers
ARQA: A Benchmark for Grounded Table–Text QA in Enterprise Annual Reports
EACL 2026
ASTRA: Adaptive Semantic Tree Reasoning Architecture for Complex Table Question Answering
ACL 2026
CompTab: A Comprehensive Benchmark for Real-World TableQA with Complex Reasoning and Irregular Tables
ACL 2026
CoReTab: Improving Multimodal Table Understanding with Code-driven Reasoning
EACL 2026
CRAFT: Training-Free Cascaded Retrieval for Tabular QA
ACL 2026
EASE: Entity-Aware Sub-table Generation for Real-world Multi-table QA
ACL 2026
Exploring Generative Process Reward Modeling for Semi-Structured Data: A Case Study of Table Question Answering
EACL 2026
Multimodal Tabular Data Learning
AAAI 2026
Piece of Table: A Divide-and-Conquer Approach for Selecting Subtables in Table Question Answering
ACL 2026
REaR : Retrieve, Expand and Refine for Effective Multitable Retrieval
ACL 2026
Rethinking Table Pruning in TableQA: From Sequential Revisions to Gold Trajectory-Supervised Parallel Search
ACL 2026
Table Question Answering in the Era of Large Language Models: A Comprehensive Survey of Tasks, Methods, and Evaluation
ACL 2026
Tables Decoded: DELTA for Structure, TARQA for Understanding
WACV 2026
The Problem of Ambiguity in Table Question Answering
EACL 2026
TrustTable: A Neuro-Symbolic Auditing Framework for Faithful Table QA
ACL 2026
When TableQA Meets Noise: A Dual Denoising Framework for Complex Questions and Large-scale Tables
ACL 2026
111DUT at SemEval-2025 Task 8:Hierarchical Chain-of-Thought Reasoning and Multi-Model Deliberation for Robust TableQA
SemEval 2025
2Columns1Row: A Russian Benchmark for Textual and Multimodal Table Understanding and Reasoning
EMNLP 2025
Aestar at SemEval-2025 Task 8: Agentic LLMs for Question Answering over Tabular Data
SemEval 2025
AlexNLP-MO at SemEval-2025 Task 8: A Chain of Thought Framework for Question-Answering over Tabular Data
SemEval 2025
Augment before You Try: Knowledge-Enhanced Table Question Answering via Table Expansion
EMNLP 2025
Efficient Multi-Agent Collaboration with Tool Use for Online Planning in Complex Table Question Answering
NAACL 2025
GraphOTTER: Evolving LLM-based Graph Reasoning for Complex Table Question Answering
COLING 2025
GRI-QA: a Comprehensive Benchmark for Table Question Answering over Environmental Data
ACL 2025
HITSZ-HLT at SemEval-2025 Task 8: Multi-turn Interactive Code Generation for Question Answering on Tabular Data
SemEval 2025