Paper Citation Record · LEDGER

From Natural Language to SQL: Review of LLM-based Text-to-SQL Systems

As of 17 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 10 inbound Pith citation observations for arXiv:2410.01066.

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

pith.paper-citation-record.v1
2410.01066 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 10 of 10 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 10 of 10 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T18:54:21.133553Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

4
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 63279746-4b5e-423f-b3c7-769f742c965e · inbound

InsQABench: Benchmarking Chinese Insurance Domain Question Answering with Large Language Models cites this paper.

InsQABench: Benchmarking Chinese Insurance Domain Question Answering with Large Language Models From Natural Language to SQL: Review of LLM-based Text-to-SQL Systems

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-10T18:54:21.133553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68ad7ae9-9e26-4004-a8e7-b33920f5364f · inbound

An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating cites this paper.

An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating From Natural Language to SQL: Review of LLM-based Text-to-SQL Systems

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-08T11:44:07.068173Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 259cbcf1-8332-4ec1-aa5f-321603aee0e8 · inbound

LLM Agents Are the Antidote to Walled Gardens cites this paper.

LLM Agents Are the Antidote to Walled Gardens From Natural Language to SQL: Review of LLM-based Text-to-SQL Systems

Reference 59

Resolution: verified exact; arxiv_id, observed 2026-05-22T00:44:29.415781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 00594952-079c-47b1-8d98-afdffa7dad5a · inbound

Agentic LLMs for Question Answering over Tabular Data cites this paper.

Agentic LLMs for Question Answering over Tabular Data From Natural Language to SQL: Review of LLM-based Text-to-SQL Systems

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T19:30:44.445676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bde8a37a-8e60-439e-b647-7049ad83e4fa · inbound

Changing the Paradigm from Dynamic Queries to LLM-generated SQL Queries with Human Intervention cites this paper.

Changing the Paradigm from Dynamic Queries to LLM-generated SQL Queries with Human Intervention From Natural Language to SQL: Review of LLM-based Text-to-SQL Systems

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T19:04:53.157874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e8d31a4-8bb0-4166-83ea-b175718a9bba · inbound

NL2SQLBench: A Modular Benchmarking Framework for LLM-Enabled NL2SQL Solutions cites this paper.

NL2SQLBench: A Modular Benchmarking Framework for LLM-Enabled NL2SQL Solutions From Natural Language to SQL: Review of LLM-based Text-to-SQL Systems

Reference 44

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T09:50:59.282501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f03f5a93-a65e-4c71-9ae9-2dc967574920 · inbound

Free Energy-Driven Reinforcement Learning with Adaptive Advantage Shaping for Unsupervised Reasoning in LLMs cites this paper.

Free Energy-Driven Reinforcement Learning with Adaptive Advantage Shaping for Unsupervised Reasoning in LLMs From Natural Language to SQL: Review of LLM-based Text-to-SQL Systems

Reference 299

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T07:45:59.366969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4b113c47-38eb-4ff8-959a-e7d738ff8fae · inbound

Adapt to Thrive! Adaptive Power-Mean Policy Optimization for Improved LLM Reasoning cites this paper.

Adapt to Thrive! Adaptive Power-Mean Policy Optimization for Improved LLM Reasoning From Natural Language to SQL: Review of LLM-based Text-to-SQL Systems

Reference 284

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T08:01:00.837639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c5bd44bc-394a-49e6-b915-da2839a90d11 · inbound

AgentNLQ: A General-Purpose Agent for Natural Language to SQL cites this paper.

AgentNLQ: A General-Purpose Agent for Natural Language to SQL From Natural Language to SQL: Review of LLM-based Text-to-SQL Systems

Reference 8

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T10:43:12.520354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7c6971f4-3b77-4c66-8ce0-1fc36fdf18e3 · inbound

Fixing FOLIO and MALLS: Verified Annotations and an LLM-assisted Framework to Focus Human Relabeling cites this paper.

Fixing FOLIO and MALLS: Verified Annotations and an LLM-assisted Framework to Focus Human Relabeling From Natural Language to SQL: Review of LLM-based Text-to-SQL Systems

Reference 82

Resolution: verified exact; arxiv_id, observed 2026-06-28T14:32:17.765895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.