Paper Citation Record · LEDGER

Tabular Data Understanding with LLMs: A Survey of Recent Advances and Challenges

As of 19 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 4 inbound Pith citation observations for arXiv:2508.00217.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2508.00217 v1

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T10:20:37.496053Z

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T11:39:47.868302Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-04T16:59:57.575882Z

Reference resolution

12 of 12 outbound references displayed

verified exact1
verified fuzzy1
unresolved9
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7a66a182-0cba-40de-b590-739083f2280d · outbound

This paper cites Dr.Spider: A Diagnostic Evaluation Benchmark towards Text-to-SQL Robustness.

Tabular Data Understanding with LLMs: A Survey of Recent Advances and Challenges Dr.Spider: A Diagnostic Evaluation Benchmark towards Text-to-SQL Robustness

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T10:20:37.444377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71835dfb-2f17-4cf5-a232-da0ddc95fab5 · outbound

This paper cites ARTEMIS-DA: An Advanced Reasoning and Transformation Engine for Multi-Step Insight Synthesis in Data Analytics.

Tabular Data Understanding with LLMs: A Survey of Recent Advances and Challenges ARTEMIS-DA: An Advanced Reasoning and Transformation Engine for Multi-Step Insight Synthesis in Data Analytics

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T10:20:37.459444Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ac334af-f4d9-4593-b7f2-094e3016bebb · outbound

This paper cites TableQAKit: A Comprehensive and Practical Toolkit for Table-based Question Answering.

Tabular Data Understanding with LLMs: A Survey of Recent Advances and Challenges TableQAKit: A Comprehensive and Practical Toolkit for Table-based Question Answering

Reference 7

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T10:20:37.620008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8a0b4738-54fe-4e94-b6b0-037775c0580c · outbound

This paper cites Large Language Models are Versatile Decomposers: Decompose Evidence and Questions for Table-based Reasoning.

Tabular Data Understanding with LLMs: A Survey of Recent Advances and Challenges Large Language Models are Versatile Decomposers: Decompose Evidence and Questions for Table-based Reasoning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T10:20:37.485930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa1e52a9-b110-4709-9449-e502ac7ebd25 · outbound

This paper cites Multimodal Table Understanding.

Tabular Data Understanding with LLMs: A Survey of Recent Advances and Challenges Multimodal Table Understanding

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T10:20:37.490875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7578b51-1415-4c46-baab-e65eb3fb0636 · outbound

This paper cites Seq2SQL: Generating Structured Queries from Natural Language using Reinforcement Learning.

Tabular Data Understanding with LLMs: A Survey of Recent Advances and Challenges Seq2SQL: Generating Structured Queries from Natural Language using Reinforcement Learning

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-06T10:20:37.496053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea4af853-c5a0-4cbe-bce5-51f770a23754 · outbound

This paper cites Step-by-Step: Separating Planning from Realization in Neural Data-to-Text Generation.

Tabular Data Understanding with LLMs: A Survey of Recent Advances and Challenges Step-by-Step: Separating Planning from Realization in Neural Data-to-Text Generation

Reference 2019

Resolution: verified exact; local_arxiv, observed 2026-08-06T10:20:37.598093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 80dace86-70a3-451b-80ea-1d0f597831e2 · outbound

This paper cites Computer Speech and Language, 59:123–156.

Tabular Data Understanding with LLMs: A Survey of Recent Advances and Challenges Computer Speech and Language, 59:123–156

Reference 2020

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:20:37.710002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d2b0d76c-c643-4a41-83c6-747fa66505a8 · outbound

This paper cites Table Meets LLM: Can Large Language Models Understand Structured Table Data? A Benchmark and Empirical Study.

Tabular Data Understanding with LLMs: A Survey of Recent Advances and Challenges Table Meets LLM: Can Large Language Models Understand Structured Table Data? A Benchmark and Empirical Study

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-06T10:20:37.480621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d79fec80-8707-442a-8ef2-758ccc2bf7cc · outbound

This paper cites Open-WikiTable: Dataset for Open Domain Question Answering with Complex Reasoning over Table.

Tabular Data Understanding with LLMs: A Survey of Recent Advances and Challenges Open-WikiTable: Dataset for Open Domain Question Answering with Complex Reasoning over Table

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-06T10:20:37.464609Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acee0a58-6f68-4292-a0bd-abefcc9bc119 · outbound

This paper cites Spider2-V: How Far Are Multimodal Agents From Automating Data Science and Engineering Workflows?.

Tabular Data Understanding with LLMs: A Survey of Recent Advances and Challenges Spider2-V: How Far Are Multimodal Agents From Automating Data Science and Engineering Workflows?

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-06T10:20:37.438899Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fc85907-f78e-4c08-8251-13f8d2e38311 · outbound

This paper cites Large Language Models(LLMs) on Tabular Data: Prediction, Generation, and Understanding -- A Survey.

Tabular Data Understanding with LLMs: A Survey of Recent Advances and Challenges Large Language Models(LLMs) on Tabular Data: Prediction, Generation, and Understanding -- A Survey

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-06T10:20:37.454189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 13567b7e-643a-4ce4-bb41-616ad38b70b4 · inbound

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning cites this paper.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Tabular Data Understanding with LLMs: A Survey of Recent Advances and Challenges

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.868302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 711676af-4194-4a4e-b332-fb5af05e63a1 · inbound

LLM-Based Instance-Driven Heuristic Bias In the Context of a Biased Random Key Genetic Algorithm cites this paper.

LLM-Based Instance-Driven Heuristic Bias In the Context of a Biased Random Key Genetic Algorithm Tabular Data Understanding with LLMs: A Survey of Recent Advances and Challenges

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-05T05:31:06.676790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3946fa1f-df2b-4864-bdf0-9ee24ef90332 · inbound

Large language model-enabled automated data extraction for concrete materials informatics cites this paper.

Large language model-enabled automated data extraction for concrete materials informatics Tabular Data Understanding with LLMs: A Survey of Recent Advances and Challenges

Reference 89

Resolution: verified exact; arxiv_id, observed 2026-05-11T19:41:08.745787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation fbbb50b3-77ca-4858-9b6b-22dab4f805d8 · inbound

Large language model-enabled automated data extraction for concrete materials informatics cites this paper.

Large language model-enabled automated data extraction for concrete materials informatics Tabular Data Understanding with LLMs: A Survey of Recent Advances and Challenges

Reference 89

Resolution: verified exact; arxiv_id, observed 2026-07-04T16:59:57.577654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.