Paper Citation Record · LEDGER

Rationalization Models for Text-to-SQL

As of 23 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 2 inbound Pith citation observations for arXiv:2502.06759.

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

pith.paper-citation-record.v1
2502.06759 v4

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T14:29:19.429296Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-10T16:58:10.013475Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T08:01:00.075340Z

Reference resolution

31 of 31 outbound references displayed

verified exact0
verified fuzzy13
unresolved18
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d920f315-7926-48b3-aaa5-f9e6f7a1730c · outbound

This paper cites an unresolved cited work.

Rationalization Models for Text-to-SQL Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-08T14:29:19.776604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 111cc082-5232-4234-8472-a6cee4554f12 · outbound

This paper cites Copestake and Karen Sparck Jones.

Rationalization Models for Text-to-SQL Copestake and Karen Sparck Jones

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:29:19.768046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 75f79407-1bda-4994-8f1a-4ab57ea1fb0b · outbound

This paper cites an unresolved cited work.

Rationalization Models for Text-to-SQL Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-08T14:29:19.325375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0dc1e37d-3b6e-4ddd-a18a-385e992289c4 · outbound

This paper cites C3: Zero-shot Text-to-SQL with ChatGPT.

Rationalization Models for Text-to-SQL C3: Zero-shot Text-to-SQL with ChatGPT

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-08T14:29:19.330157Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2f5a2e9-307a-4e34-bdb4-c67b90aad437 · outbound

This paper cites The Llama 3 Herd of Models.

Rationalization Models for Text-to-SQL The Llama 3 Herd of Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-08T14:29:19.334184Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7621f46-1a61-44b7-ab71-57e646ebd94a · outbound

This paper cites Complexity-based prompting for multi-step reasoning.

Rationalization Models for Text-to-SQL Complexity-based prompting for multi-step reasoning

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:29:19.752042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d3fcb02c-2575-421c-a213-8b5e95a52e50 · outbound

This paper cites Text-to-sql empowered by large language models: A benchmark evaluation.

Rationalization Models for Text-to-SQL Text-to-sql empowered by large language models: A benchmark evaluation

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:29:19.743676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 0376c400-9051-415e-86ec-0014fc06b41d · outbound

This paper cites A Preview of XiYan-SQL: A Multi-Generator Ensemble Framework for Text-to-SQL.

Rationalization Models for Text-to-SQL A Preview of XiYan-SQL: A Multi-Generator Ensemble Framework for Text-to-SQL

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-08T14:29:19.346735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23ae5973-1461-4437-a87b-eaf98dd7b436 · outbound

This paper cites Extractive Schema Linking for Text-to-SQL.

Rationalization Models for Text-to-SQL Extractive Schema Linking for Text-to-SQL

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-08T14:29:19.351462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 142a13c7-769e-4418-9142-9fae4c2ecaa8 · outbound

This paper cites Hendrix, Earl D.

Rationalization Models for Text-to-SQL Hendrix, Earl D

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:29:19.734433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 4f54a5b0-d128-4304-8593-3693c5b9a30b · outbound

This paper cites Large language models can self-improve.

Rationalization Models for Text-to-SQL Large language models can self-improve

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:29:19.725471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 745c8b2e-bb34-4581-9ebd-a0b5c8c781e3 · outbound

This paper cites Large language models are zero-shot reasoners.

Rationalization Models for Text-to-SQL Large language models are zero-shot reasoners

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-08T14:29:19.361882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79fd8e53-0471-4cdf-877f-36f78f7c867c · outbound

This paper cites Spider 2.0: Evaluating Language Models on Real-World Enterprise Text-to-SQL Workflows.

Rationalization Models for Text-to-SQL Spider 2.0: Evaluating Language Models on Real-World Enterprise Text-to-SQL Workflows

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-08T14:29:19.365305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53d9593c-6c46-42f3-a20e-83a04d8f13d1 · outbound

This paper cites Can LLM already serve as A database interface? A big bench for large-scale database grounded text-to-sqls.

Rationalization Models for Text-to-SQL Can LLM already serve as A database interface? A big bench for large-scale database grounded text-to-sqls

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:29:19.707170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 10f4e80a-5879-482a-8681-8a645dfdd7ed · outbound

This paper cites Teaching small language models to reason for knowledge-intensive multi-hop question answering.

Rationalization Models for Text-to-SQL Teaching small language models to reason for knowledge-intensive multi-hop question answering

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:29:19.696262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 52500843-d75a-4020-8ab3-994d41c20796 · outbound

This paper cites Let's verify step by step.

Rationalization Models for Text-to-SQL Let's verify step by step

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:29:19.685560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 15d1c6b1-1b01-4a17-b5ce-fd28c53cc221 · outbound

This paper cites Dynamic prompt learning via policy gradient for semi-structured mathematical reasoning.

Rationalization Models for Text-to-SQL Dynamic prompt learning via policy gradient for semi-structured mathematical reasoning

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:29:19.675628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 0a9b09c7-dda5-4d86-99e4-f940343a35a2 · outbound

This paper cites The Death of Schema Linking? Text-to-SQL in the Age of Well-Reasoned Language Models.

Rationalization Models for Text-to-SQL The Death of Schema Linking? Text-to-SQL in the Age of Well-Reasoned Language Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-08T14:29:19.379766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f00c86e4-77b7-45ce-b6f9-062962dd94c6 · outbound

This paper cites Teaching small language models to reason.

Rationalization Models for Text-to-SQL Teaching small language models to reason

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:29:19.666061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 5f16f3b9-9018-4804-b54f-d983a1951b63 · outbound

This paper cites Evaluating cross-domain text-to-sql models and benchmarks.

Rationalization Models for Text-to-SQL Evaluating cross-domain text-to-sql models and benchmarks

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:29:19.654859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 1044ce43-6370-401b-8202-3028128b84da · outbound

This paper cites CHASE-SQL: Multi-Path Reasoning and Preference Optimized Candidate Selection in Text-to-SQL.

Rationalization Models for Text-to-SQL CHASE-SQL: Multi-Path Reasoning and Preference Optimized Candidate Selection in Text-to-SQL

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-08T14:29:19.391215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fdf9b98-9351-4f44-b799-8fe5432640f6 · outbound

This paper cites Automatic prompt augmentation and selection with chain-of-thought from labeled data.

Rationalization Models for Text-to-SQL Automatic prompt augmentation and selection with chain-of-thought from labeled data

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:29:19.644595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 3a118cd0-2852-43a3-9687-3fb91b4c7e75 · outbound

This paper cites CHESS: Contextual Harnessing for Efficient SQL Synthesis.

Rationalization Models for Text-to-SQL CHESS: Contextual Harnessing for Efficient SQL Synthesis

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-08T14:29:19.399349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ce85745-460d-478c-86b1-2d74ce34bc19 · outbound

This paper cites MAC-SQL: A multi-agent collaborative framework for text-to-sql.

Rationalization Models for Text-to-SQL MAC-SQL: A multi-agent collaborative framework for text-to-sql

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:29:19.633311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 64f28775-a75d-429c-b8f4-dd32a9f22bad · outbound

This paper cites Chi, Quoc V.

Rationalization Models for Text-to-SQL Chi, Quoc V

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-08T14:29:19.407015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 920660b7-0814-49bf-b1b0-32547d4ecf63 · outbound

This paper cites Explanation Selection Using Unlabeled Data for Chain-of-Thought Prompting.

Rationalization Models for Text-to-SQL Explanation Selection Using Unlabeled Data for Chain-of-Thought Prompting

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-08T14:29:19.410303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d07ab56d-d845-4839-92a1-621bb44a4fed · outbound

This paper cites an unresolved cited work.

Rationalization Models for Text-to-SQL Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-08T14:29:19.414292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 090fc85c-7f8a-4ba9-8600-3061c3961bfa · outbound

This paper cites write newline.

Rationalization Models for Text-to-SQL write newline

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-08T14:29:19.418496Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44927d03-5656-48df-85e9-339ffe719c8e · outbound

This paper cites @esa (Ref.

Rationalization Models for Text-to-SQL @esa (Ref

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-08T14:29:19.421965Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff857964-a954-4f04-8411-2060af242bd6 · outbound

This paper cites an unresolved cited work.

Rationalization Models for Text-to-SQL Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-08T14:29:19.426015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b30a6d4-c42f-4fb8-8287-7d04da706b19 · outbound

This paper cites distillation.

Rationalization Models for Text-to-SQL distillation

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-08T14:29:19.429296Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 17024ee5-7208-497f-8d79-8e615143ad61 · 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 Rationalization Models for Text-to-SQL

Reference 273

Resolution: verified exact; arxiv_id, observed 2026-05-11T07:45:59.460954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation ae5443cb-d9a2-41ff-8416-acbf7bd59459 · 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 Rationalization Models for Text-to-SQL

Reference 258

Resolution: verified exact; arxiv_id, observed 2026-05-11T08:01:00.094269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.