Paper Citation Record · LEDGER

Effectiveness of Prompt Optimization in NL2SQL Systems

As of 8 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2505.20591.

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

pith.paper-citation-record.v1
2505.20591 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:55:14.057690Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

38 of 38 outbound references displayed

verified exact0
verified fuzzy2
unresolved35
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 59e6dab7-e643-43e2-a6ea-fb6145ab7d75 · outbound

This paper cites an unresolved cited work.

Effectiveness of Prompt Optimization in NL2SQL Systems Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:55:16.785016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 471bfd49-5103-4ca8-9c4a-f6f3cc94043d · outbound

This paper cites an unresolved cited work.

Effectiveness of Prompt Optimization in NL2SQL Systems Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:49.899172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63749e9f-9196-4d83-9528-5f4547ad13cc · outbound

This paper cites E-SQL: Direct Schema Linking via Question Enrichment in Text-to-SQL.

Effectiveness of Prompt Optimization in NL2SQL Systems E-SQL: Direct Schema Linking via Question Enrichment in Text-to-SQL

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:50.059331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0dc778e2-78ae-4f39-8612-dfa6a236d7d5 · outbound

This paper cites Kakkar, Yu Gan, Brenton Milne, and Fatma Ozcan.

Effectiveness of Prompt Optimization in NL2SQL Systems Kakkar, Yu Gan, Brenton Milne, and Fatma Ozcan

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:55:16.537077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2910e80e-0fe2-4095-87f1-454742eb713a · outbound

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

Effectiveness of Prompt Optimization in NL2SQL Systems C3: Zero-shot Text-to-SQL with ChatGPT

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:50.386953Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2492a014-d2c9-4b9e-b00a-2f0dceab1c21 · outbound

This paper cites Venkatesh Emani, Vivek Pandit, Victor Shnayder, Wenjing Wang, and Carlo Curino.

Effectiveness of Prompt Optimization in NL2SQL Systems Venkatesh Emani, Vivek Pandit, Victor Shnayder, Wenjing Wang, and Carlo Curino

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:55:16.236436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0f901e3c-38bb-4679-86cf-7b4e622dcf67 · outbound

This paper cites Text-to-SQL Empowered by Large Language Models: A Benchmark Evaluation.

Effectiveness of Prompt Optimization in NL2SQL Systems Text-to-SQL Empowered by Large Language Models: A Benchmark Evaluation

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:50.665575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 512302e3-a1aa-4ecb-a3e3-eedf4584217d · outbound

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

Effectiveness of Prompt Optimization in NL2SQL Systems A Preview of XiYan-SQL: A Multi-Generator Ensemble Framework for Text-to-SQL

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:50.745783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81020bb2-e8f4-4057-bbce-824aed831d90 · outbound

This paper cites Joshi, Hanna Moazam, Heather Miller, Matei Zaharia, and Christopher Potts.

Effectiveness of Prompt Optimization in NL2SQL Systems Joshi, Hanna Moazam, Heather Miller, Matei Zaharia, and Christopher Potts

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:50.867036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e024c67a-5a68-4ad5-88ad-b959076cdea1 · outbound

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

Effectiveness of Prompt Optimization in NL2SQL Systems Spider 2.0: Evaluating Language Models on Real-World Enterprise Text-to-SQL Workflows

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:51.120801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03d2d80b-1c93-4941-8cc3-8f802dc37aff · outbound

This paper cites an unresolved cited work.

Effectiveness of Prompt Optimization in NL2SQL Systems Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:51.219857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5064b3fb-3bd9-4bd9-8191-a0c0b43d6e02 · outbound

This paper cites an unresolved cited work.

Effectiveness of Prompt Optimization in NL2SQL Systems Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:55:15.988344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 35a91a9a-e5d6-47c5-ba34-327cc57ab833 · outbound

This paper cites A Declarative System for Optimizing AI Workloads.

Effectiveness of Prompt Optimization in NL2SQL Systems A Declarative System for Optimizing AI Workloads

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:51.489963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0eaff9e-2a78-4931-ae1c-3f85027b388f · outbound

This paper cites Liu, Kevin Lin, John Hewitt, Ashwin Paranjape, Michele Bevilacqua, Fabio Petroni, and Percy Liang.

Effectiveness of Prompt Optimization in NL2SQL Systems Liu, Kevin Lin, John Hewitt, Ashwin Paranjape, Michele Bevilacqua, Fabio Petroni, and Percy Liang

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:51.641990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c948553-941d-4daa-89f2-42937def3b33 · outbound

This paper cites an unresolved cited work.

Effectiveness of Prompt Optimization in NL2SQL Systems Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:51.701263Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c4398c9-9b7c-4183-b263-49144eaf51ed · outbound

This paper cites an unresolved cited work.

Effectiveness of Prompt Optimization in NL2SQL Systems Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:51.839354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b13feb83-b814-4d9f-a27f-e975b447d3e9 · outbound

This paper cites an unresolved cited work.

Effectiveness of Prompt Optimization in NL2SQL Systems Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:55:15.886585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e7fb6208-402e-49d0-b451-0ed51a4ca004 · outbound

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

Effectiveness of Prompt Optimization in NL2SQL Systems The Death of Schema Linking? Text-to-SQL in the Age of Well-Reasoned Language Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:51.760611Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 407fb4f2-7671-4ca3-bf63-33446a477b2a · outbound

This paper cites an unresolved cited work.

Effectiveness of Prompt Optimization in NL2SQL Systems Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:52.043846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3050bd9-552c-4ee1-90dc-b7a288a9bb0c · outbound

This paper cites an unresolved cited work.

Effectiveness of Prompt Optimization in NL2SQL Systems Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:52.158272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8647bf9-ee74-4c51-b219-84134613cb57 · outbound

This paper cites an unresolved cited work.

Effectiveness of Prompt Optimization in NL2SQL Systems Unresolved cited work

Reference 21

Resolution: malformed identifier; no resolver link, observed 2026-08-07T13:54:51.993026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e27a454-146e-4898-a026-876242f59e45 · outbound

This paper cites Logan IV, Eric Wallace, and Sameer Singh.

Effectiveness of Prompt Optimization in NL2SQL Systems Logan IV, Eric Wallace, and Sameer Singh

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:52.279531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34d30e1a-12c8-4b11-bf74-121fc0595865 · outbound

This paper cites InThe Thirteenth International Conference on Learning Representations.

Effectiveness of Prompt Optimization in NL2SQL Systems InThe Thirteenth International Conference on Learning Representations

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:52.109248Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5fc9f0f-ae21-4a82-86b6-7e1c7ef83aa3 · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

Effectiveness of Prompt Optimization in NL2SQL Systems Gemini: A Family of Highly Capable Multimodal Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:52.429255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0cb3811d-7769-432c-89a7-a7091390b315 · outbound

This paper cites MageSQL: Enhancing In-context Learning for Text-to-SQL Applications with Large Language Models.

Effectiveness of Prompt Optimization in NL2SQL Systems MageSQL: Enhancing In-context Learning for Text-to-SQL Applications with Large Language Models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:52.222355Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d013fb8-c2ab-40b7-9a4c-58a74eaa5507 · outbound

This paper cites an unresolved cited work.

Effectiveness of Prompt Optimization in NL2SQL Systems Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:55:15.664602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a4623575-f571-4b85-9a98-03b084bdbea3 · outbound

This paper cites an unresolved cited work.

Effectiveness of Prompt Optimization in NL2SQL Systems Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:55:15.762678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e9fd08ab-2717-40fe-968d-c7db448ed2ea · outbound

This paper cites GPT-4o System Card.

Effectiveness of Prompt Optimization in NL2SQL Systems GPT-4o System Card

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:52.508685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed22b0a9-469d-4cba-bae7-bbec5fad685f · outbound

This paper cites an unresolved cited work.

Effectiveness of Prompt Optimization in NL2SQL Systems Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:55:15.510898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2f467ebb-3c00-40dd-a5d2-3a1f81fd35d3 · outbound

This paper cites an unresolved cited work.

Effectiveness of Prompt Optimization in NL2SQL Systems Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:55:15.341513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f0ae9988-6006-498e-8ff7-1fc464bd2d43 · outbound

This paper cites an unresolved cited work.

Effectiveness of Prompt Optimization in NL2SQL Systems Unresolved cited work

Reference 62

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:55:15.099489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2c16c7fd-ad41-4b0a-8ed5-9a0c3d62d7c3 · outbound

This paper cites an unresolved cited work.

Effectiveness of Prompt Optimization in NL2SQL Systems Unresolved cited work

Reference 84

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:55:15.060445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5db9116a-d1d5-4715-82a6-c165db594c88 · outbound

This paper cites an unresolved cited work.

Effectiveness of Prompt Optimization in NL2SQL Systems Unresolved cited work

Reference 95

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:55:14.957640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ad805037-9f57-46a0-bd86-3f2b4638352f · outbound

This paper cites an unresolved cited work.

Effectiveness of Prompt Optimization in NL2SQL Systems Unresolved cited work

Reference 116

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:55:14.798318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f3dd2215-885e-44f8-a626-b22d38d9e8d7 · outbound

This paper cites an unresolved cited work.

Effectiveness of Prompt Optimization in NL2SQL Systems Unresolved cited work

Reference 171

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:55:14.635645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c9b2cb1e-b6b0-46b3-aa45-a9c724998e61 · outbound

This paper cites an unresolved cited work.

Effectiveness of Prompt Optimization in NL2SQL Systems Unresolved cited work

Reference 192

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:55:14.458087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0f1fd054-6dc7-448b-be69-c8154afffcbc · outbound

This paper cites InThe Twelfth International Conference on Learning Representations.

Effectiveness of Prompt Optimization in NL2SQL Systems InThe Twelfth International Conference on Learning Representations

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:51.005145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6122cc15-79be-4723-ab46-763bae050afa · outbound

This paper cites Is Long Context All You Need? Leveraging LLM's Extended Context for NL2SQL.

Effectiveness of Prompt Optimization in NL2SQL Systems Is Long Context All You Need? Leveraging LLM's Extended Context for NL2SQL

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-07T13:54:50.270903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.