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AixelAsk: A Stepwise-Guided Retrieval and Reasoning Framework for Large Table QA
Summary: Introduces AixelAsk, an LLM-based framework for large-table QA that constructs a DAG decomposition of execution nodes to guide stepwise LLM reasoning. Retrieves key rows/columns into sub-tables to cut tokens by ~86% while improving EM by 4–8%.
(summarized by gpt-5-mini on Feb 11 2026)
- Paper ID
- 7427
- Venue
- SIGMOD
- Year
- 2026
- Pagerank
- 4.1945683e-05
- Overall Rank
- 10,117 | 29.62%
- DOI
-
10.1145/3769831
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No non-self incoming citations found for this paper in this database.
Incoming Citations (Sorted by Pagerank)
Showing 0 of 0 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
Outgoing Citations (Sorted by Pagerank)
Showing 12 of 12 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
Year |
Venue |
Pagerank |
| 998 |
CodeS: Towards Building Open-source Language Models for Text-to-SQL |
2024 |
SIGMOD |
0.00014729379 |
| 1,872 |
ReAcTable: Enhancing ReAct for Table Question Answering |
2024 |
VLDB |
0.00010259702 |
| 1,963 |
DocETL: Agentic Query Rewriting and Evaluation for Complex Document Processing |
2025 |
VLDB |
9.929429e-05 |
| 2,106 |
Palimpzest: Optimizing AI-Powered Analytics with Declarative Query Processing |
2025 |
CIDR |
9.5342543e-05 |
| 2,643 |
Camel: Managing Data for Efficient Stream Learning |
2022 |
SIGMOD |
8.384956e-05 |
| 2,945 |
Few-shot Text-to-SQL Translation using Structure and Content Prompt Learning |
2023 |
SIGMOD |
7.8377395e-05 |
| 3,359 |
Text2SQL is Not Enough: Unifying AI and Databases with TAG |
2025 |
CIDR |
7.1744146e-05 |
| 5,840 |
Logical and Physical Optimizations for SQL Query Execution over Large Language Models |
2025 |
SIGMOD |
5.3042561e-05 |
| 7,112 |
Wide Table Layout Optimization based on Column Ordering and Duplication |
2017 |
SIGMOD |
4.8275068e-05 |
| 7,424 |
Table Extraction and Understanding for Scientific and Enterprise Applications |
2020 |
VLDB |
4.7339251e-05 |
| 9,161 |
Automatically Generating Interesting Facts from Wikipedia Tables |
2019 |
SIGMOD |
4.3849295e-05 |
| 11,187 |
Regularized Pairwise Relationship based Analytics for Structured Data |
2023 |
SIGMOD |
4.1945683e-05 |
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