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Paper Citation Record · LEDGER

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

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 9 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 9 of 9 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T11:44:07.068173Z

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 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.

source=pdf_text observed=2026-08-08T11:44:07.068173Z digest=sha256:2c983266c50987928a3836d887e53e26b2156d59fadee5ea2a924e6ff9878803

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-22T00:41:19.750928Z digest=sha256:35d8ebdde314a8cd2ad31a491e752b369fb92a571f0878b03e05d861be000c64

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.

source=arxiv_source observed=2026-08-04T19:30:44.445676Z digest=sha256:19b38c3009f481251496e7fb8f7219b0c429e666fa23f50c22081a19f050f386

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.

source=pdf_text observed=2026-08-04T19:04:53.157874Z digest=sha256:f511404c1b173ab7cdc25068912088a6b565e0ddfed57e57e183e112362fc476

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T15:48:27.632459Z digest=sha256:4b5925c57b364f7a3adf4b36bd20b41ff49199870a76206694501a2e07ddc6ee

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-10T16:58:10.013475Z digest=sha256:9263e0e19adbde97e121a05e98fedd6568cf94adbe57760b2b6cbfe18090c757

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-10T16:51:19.555272Z digest=sha256:52e24cca144c625de91b509e1f706f7c3f4071d202c58e4801e22a094052f353

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-20T10:41:17.671666Z digest=sha256:c9f3abfebaaa08c560e9370739ec8fdc58bafb61f7a17de6663b813e12e46ad3

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-06-28T14:29:43.379840Z digest=sha256:d1e47c15397e8ffbb5a60de2596e3b04cee633e16af8e91e8eb7bff143773558