When TableQA Meets Noise: A Dual Denoising Framework for Complex Questions and Large-scale Tables
Fuente:
arXiv
Saved in:
| Main Authors: | Ye, Shenghao, Guo, Yu, Jin, Dong, Shen, Yikai, Hou, Yunpeng, Chen, Shuangwu, Yang, Jian, Jiang, Xiaofeng |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Rethinking Table Pruning in TableQA: From Sequential Revisions to Gold Trajectory-Supervised Parallel Search
by: Guo, Yu, et al.
Published: (2026)
by: Guo, Yu, et al.
Published: (2026)
Rethinking Stepwise Model Routing: A Cost-Efficient Table Reasoning Perspective
by: Ye, Shenghao, et al.
Published: (2026)
by: Ye, Shenghao, et al.
Published: (2026)
Visual-TableQA: Open-Domain Benchmark for Reasoning over Table Images
by: Lompo, Boammani Aser, et al.
Published: (2025)
by: Lompo, Boammani Aser, et al.
Published: (2025)
Bridging Network Fragmentation: A Semantic-Augmented DRL Framework for UAV-aided VANETs
by: Cao, Gaoxiang, et al.
Published: (2026)
by: Cao, Gaoxiang, et al.
Published: (2026)
SQLForge: Synthesizing Reliable and Diverse Data to Enhance Text-to-SQL Reasoning in LLMs
by: Guo, Yu, et al.
Published: (2025)
by: Guo, Yu, et al.
Published: (2025)
Rubric-Guided Process Reward for Stepwise Model Routing
by: Ye, Shenghao, et al.
Published: (2026)
by: Ye, Shenghao, et al.
Published: (2026)
HiddenTables & PyQTax: A Cooperative Game and Dataset For TableQA to Ensure Scale and Data Privacy Across a Myriad of Taxonomies
by: Watson, William, et al.
Published: (2024)
by: Watson, William, et al.
Published: (2024)
Exploring Performance Contrasts in TableQA: Step-by-Step Reasoning Boosts Bigger Language Models, Limits Smaller Language Models
by: Yang, Haoyan, et al.
Published: (2024)
by: Yang, Haoyan, et al.
Published: (2024)
TableZoomer: A Collaborative Agent Framework for Large-scale Table Question Answering
by: Xiong, Sishi, et al.
Published: (2025)
by: Xiong, Sishi, et al.
Published: (2025)
KET-QA: A Dataset for Knowledge Enhanced Table Question Answering
by: Hu, Mengkang, et al.
Published: (2024)
by: Hu, Mengkang, et al.
Published: (2024)
When Additive Noise Meets Unobserved Mediators: Bivariate Denoising Diffusion for Causal Discovery
by: Meier, Dominik, et al.
Published: (2025)
by: Meier, Dominik, et al.
Published: (2025)
DocTabQA: Answering Questions from Long Documents Using Tables
by: Wang, Haochen, et al.
Published: (2024)
by: Wang, Haochen, et al.
Published: (2024)
CodeRepoQA: A Large-scale Benchmark for Software Engineering Question Answering
by: Hu, Ruida, et al.
Published: (2024)
by: Hu, Ruida, et al.
Published: (2024)
HCT-QA: A Benchmark for Question Answering on Human-Centric Tables
by: Ahmad, Mohammad S., et al.
Published: (2025)
by: Ahmad, Mohammad S., et al.
Published: (2025)
CryptoQA: A Large-scale Question-answering Dataset for AI-assisted Cryptography
by: Elfares, Mayar, et al.
Published: (2025)
by: Elfares, Mayar, et al.
Published: (2025)
ReasonTabQA: A Comprehensive Benchmark for Table Question Answering from Real World Industrial Scenarios
by: Pan, Changzai, et al.
Published: (2026)
by: Pan, Changzai, et al.
Published: (2026)
Denoising Table-Text Retrieval for Open-Domain Question Answering
by: Kang, Deokhyung, et al.
Published: (2024)
by: Kang, Deokhyung, et al.
Published: (2024)
TableBench: A Comprehensive and Complex Benchmark for Table Question Answering
by: Wu, Xianjie, et al.
Published: (2024)
by: Wu, Xianjie, et al.
Published: (2024)
ExpliCIT-QA: Explainable Code-Based Image Table Question Answering
by: Lagos, Maximiliano Hormazábal, et al.
Published: (2025)
by: Lagos, Maximiliano Hormazábal, et al.
Published: (2025)
HardSecBench: Benchmarking the Security Awareness of LLMs for Hardware Code Generation
by: Chen, Qirui, et al.
Published: (2026)
by: Chen, Qirui, et al.
Published: (2026)
Beyond Linearization: Attributed Table Graphs for Table Reasoning
by: Wang, Yuxiang, et al.
Published: (2026)
by: Wang, Yuxiang, et al.
Published: (2026)
Collaborative Growth: When Large Language Models Meet Sociolinguistics
by: Dong Nguyen
Published: (2025)
by: Dong Nguyen
Published: (2025)
Sports-QA: A Large-Scale Video Question Answering Benchmark for Complex and Professional Sports
by: Li, Haopeng, et al.
Published: (2024)
by: Li, Haopeng, et al.
Published: (2024)
Towards Better Question Generation in QA-based Event Extraction
by: Hong, Zijin, et al.
Published: (2024)
by: Hong, Zijin, et al.
Published: (2024)
When Dynamic Data Selection Meets Data Augmentation
by: Yang, Suorong, et al.
Published: (2025)
by: Yang, Suorong, et al.
Published: (2025)
STRIDE: When to Speak Meets Sequence Denoising for Streaming Video Understanding
by: Kim, Junho, et al.
Published: (2026)
by: Kim, Junho, et al.
Published: (2026)
WikiMixQA: A Multimodal Benchmark for Question Answering over Tables and Charts
by: Foroutan, Negar, et al.
Published: (2025)
by: Foroutan, Negar, et al.
Published: (2025)
MFORT-QA: Multi-hop Few-shot Open Rich Table Question Answering
by: Guan, Che, et al.
Published: (2024)
by: Guan, Che, et al.
Published: (2024)
Text to Query Plans for Question Answering on Large Tables
by: Zhang, Yipeng, et al.
Published: (2025)
by: Zhang, Yipeng, et al.
Published: (2025)
VoQA: Visual-only Question Answering
by: An, Jianing, et al.
Published: (2025)
by: An, Jianing, et al.
Published: (2025)
Texture and Noise Dual Adaptation for Infrared Image Super-Resolution
by: Huang, Yongsong, et al.
Published: (2023)
by: Huang, Yongsong, et al.
Published: (2023)
ComplexTempQA:A 100m Dataset for Complex Temporal Question Answering
by: Gruber, Raphael, et al.
Published: (2024)
by: Gruber, Raphael, et al.
Published: (2024)
When Selection Meets Intervention: Additional Complexities in Causal Discovery
by: Dai, Haoyue, et al.
Published: (2025)
by: Dai, Haoyue, et al.
Published: (2025)
CT2C-QA: Multimodal Question Answering over Chinese Text, Table and Chart
by: Zhao, Bowen, et al.
Published: (2024)
by: Zhao, Bowen, et al.
Published: (2024)
When Graph Traversal Meets Structured Preferences: Unified Framework and Complexity Results
by: Rong, Guozhen, et al.
Published: (2026)
by: Rong, Guozhen, et al.
Published: (2026)
ChroniclingAmericaQA: A Large-scale Question Answering Dataset based on Historical American Newspaper Pages
by: Piryani, Bhawna, et al.
Published: (2024)
by: Piryani, Bhawna, et al.
Published: (2024)
DataFrame QA: A Universal LLM Framework on DataFrame Question Answering Without Data Exposure
by: Ye, Junyi, et al.
Published: (2024)
by: Ye, Junyi, et al.
Published: (2024)
Compound-QA: A Benchmark for Evaluating LLMs on Compound Questions
by: Hou, Yutao, et al.
Published: (2024)
by: Hou, Yutao, et al.
Published: (2024)
CABINET: Content Relevance based Noise Reduction for Table Question Answering
by: Patnaik, Sohan, et al.
Published: (2024)
by: Patnaik, Sohan, et al.
Published: (2024)
When SparseMoE Meets Noisy Interactions: An Ensemble View on Denoising Recommendation
by: Chen, Weipu, et al.
Published: (2024)
by: Chen, Weipu, et al.
Published: (2024)
Similar Items
-
Rethinking Table Pruning in TableQA: From Sequential Revisions to Gold Trajectory-Supervised Parallel Search
by: Guo, Yu, et al.
Published: (2026) -
Rethinking Stepwise Model Routing: A Cost-Efficient Table Reasoning Perspective
by: Ye, Shenghao, et al.
Published: (2026) -
Visual-TableQA: Open-Domain Benchmark for Reasoning over Table Images
by: Lompo, Boammani Aser, et al.
Published: (2025) -
Bridging Network Fragmentation: A Semantic-Augmented DRL Framework for UAV-aided VANETs
by: Cao, Gaoxiang, et al.
Published: (2026) -
SQLForge: Synthesizing Reliable and Diverse Data to Enhance Text-to-SQL Reasoning in LLMs
by: Guo, Yu, et al.
Published: (2025)