Paper Citation Record · LEDGER

CHS-SQL: A Text-to-SQL approach based on Confidence-Guided Heuristic Search Schema Linking process

As of 9 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2607.22624.

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

pith.paper-citation-record.v1
2607.22624 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T11:00:12.894310Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

33 of 33 outbound references displayed

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External citation measurements

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Outbound references

Observation 98b3788d-a073-482e-b19b-75095aacf865 · outbound

This paper cites Sadga: Structure- aware dual graph aggregation network for text-to-sql.Advances in Neural Information Processing Systems, 34:7664–7676, 2021.

CHS-SQL: A Text-to-SQL approach based on Confidence-Guided Heuristic Search Schema Linking process Sadga: Structure- aware dual graph aggregation network for text-to-sql.Advances in Neural Information Processing Systems, 34:7664–7676, 2021

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T11:00:10.152147Z

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Observation a0728fe5-985f-4645-8750-eb8b0034db8a · outbound

This paper cites Lgesql: Line graph enhanced text-to-sql model with mixed local and non- local relations.

CHS-SQL: A Text-to-SQL approach based on Confidence-Guided Heuristic Search Schema Linking process Lgesql: Line graph enhanced text-to-sql model with mixed local and non- local relations

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T11:00:10.317236Z

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Observation 6c8bc0be-c6a6-49d4-acb8-0a2caec59e14 · outbound

This paper cites Ryansql: Recursively applying sketch-based slot fillings for com- plex text-to-sql in cross-domain databases.Computational Linguistics, 47(2):309–332, 2021.

CHS-SQL: A Text-to-SQL approach based on Confidence-Guided Heuristic Search Schema Linking process Ryansql: Recursively applying sketch-based slot fillings for com- plex text-to-sql in cross-domain databases.Computational Linguistics, 47(2):309–332, 2021

Reference 3

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Observation 64d02724-d948-4c97-9f9d-8ee85ef4c31e · outbound

This paper cites Bert: Pre-training of deep bidirectional transformers for language understanding.

CHS-SQL: A Text-to-SQL approach based on Confidence-Guided Heuristic Search Schema Linking process Bert: Pre-training of deep bidirectional transformers for language understanding

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T11:00:10.559336Z

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Observation b7dc03c5-01d9-4558-adc8-b1108e4fde6f · outbound

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

CHS-SQL: A Text-to-SQL approach based on Confidence-Guided Heuristic Search Schema Linking process C3: Zero-shot Text-to-SQL with ChatGPT

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T11:00:10.787589Z

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Observation 5da5e863-552c-4e34-b10f-4561c500fa01 · outbound

This paper cites Deep Think with Confidence.

CHS-SQL: A Text-to-SQL approach based on Confidence-Guided Heuristic Search Schema Linking process Deep Think with Confidence

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T11:00:10.862684Z

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Observation 8e64af74-271c-4f9c-b2e6-bf476e8e3022 · outbound

This paper cites Natural sql: Making sql easier to infer from natural language specifications.

CHS-SQL: A Text-to-SQL approach based on Confidence-Guided Heuristic Search Schema Linking process Natural sql: Making sql easier to infer from natural language specifications

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T11:00:10.900329Z

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Observation 598dbb98-4dec-4ef3-a460-1db4fb3889d2 · outbound

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

CHS-SQL: A Text-to-SQL approach based on Confidence-Guided Heuristic Search Schema Linking process Text-to-SQL Empowered by Large Language Models: A Benchmark Evaluation

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T11:00:10.974303Z

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Observation 616259ed-dd8b-469f-9e20-2afacb4713a1 · outbound

This paper cites Long short-term memory.Supervised sequence labelling with recurrent neural networks, pages 37–45, 2012.

CHS-SQL: A Text-to-SQL approach based on Confidence-Guided Heuristic Search Schema Linking process Long short-term memory.Supervised sequence labelling with recurrent neural networks, pages 37–45, 2012

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T11:00:11.061559Z

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Observation 90efd3f9-81f5-4048-bd39-8a5b32f84de4 · outbound

This paper cites Towards complex text-to-sql in cross-domain database with intermediate representation.

CHS-SQL: A Text-to-SQL approach based on Confidence-Guided Heuristic Search Schema Linking process Towards complex text-to-sql in cross-domain database with intermediate representation

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T11:00:11.138951Z

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Observation bf143172-28e6-48cc-a2f5-2e4602ba6a95 · outbound

This paper cites Lora: Low-rank adaptation of large language models.Iclr, 1(2):3, 2022.

CHS-SQL: A Text-to-SQL approach based on Confidence-Guided Heuristic Search Schema Linking process Lora: Low-rank adaptation of large language models.Iclr, 1(2):3, 2022

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T11:00:11.217209Z

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Observation 0bda6218-a66f-4c80-a626-f37dbecde1dc · outbound

This paper cites Relation Aware Semi-autoregressive Semantic Parsing for NL2SQL.

CHS-SQL: A Text-to-SQL approach based on Confidence-Guided Heuristic Search Schema Linking process Relation Aware Semi-autoregressive Semantic Parsing for NL2SQL

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T11:00:11.276300Z

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Observation cbd1d1e8-6f0a-47fc-afa8-fd9f52586ce9 · outbound

This paper cites Improving Text-to-SQL with Schema Dependency Learning.

CHS-SQL: A Text-to-SQL approach based on Confidence-Guided Heuristic Search Schema Linking process Improving Text-to-SQL with Schema Dependency Learning

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T11:00:11.339468Z

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Observation 293494da-f4cd-4ccb-865b-5846a2d5bcd8 · outbound

This paper cites A Comprehensive Exploration on WikiSQL with Table-Aware Word Contextualization.

CHS-SQL: A Text-to-SQL approach based on Confidence-Guided Heuristic Search Schema Linking process A Comprehensive Exploration on WikiSQL with Table-Aware Word Contextualization

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T11:00:11.407684Z

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Observation 0003e2b6-c088-4e22-a140-5d95318822c1 · outbound

This paper cites Scalable best-of-n selection for large language models via self-certainty.Advances in neural information processing systems, 38:19720–19745, 2026.

CHS-SQL: A Text-to-SQL approach based on Confidence-Guided Heuristic Search Schema Linking process Scalable best-of-n selection for large language models via self-certainty.Advances in neural information processing systems, 38:19720–19745, 2026

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T11:00:11.525673Z

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Observation e30e2d35-16a5-4495-8db7-30f5986ba416 · outbound

This paper cites Resdsql: Decoupling schema linking and skeleton parsing for text-to-sql.

CHS-SQL: A Text-to-SQL approach based on Confidence-Guided Heuristic Search Schema Linking process Resdsql: Decoupling schema linking and skeleton parsing for text-to-sql

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T11:00:11.636879Z

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Observation 526ac45e-fe16-47b9-b5db-e691ce6f4916 · outbound

This paper cites Efficient Estimation of Word Representations in Vector Space.

CHS-SQL: A Text-to-SQL approach based on Confidence-Guided Heuristic Search Schema Linking process Efficient Estimation of Word Representations in Vector Space

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T11:00:11.721952Z

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Observation 16934d20-dd65-4080-870e-fc02aa4a402b · outbound

This paper cites Enhancing text-to-sql capa- bilities of large language models: A study on prompt design strategies.

CHS-SQL: A Text-to-SQL approach based on Confidence-Guided Heuristic Search Schema Linking process Enhancing text-to-sql capa- bilities of large language models: A study on prompt design strategies

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T11:00:11.805746Z

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Observation 5f3f21fa-f87e-4394-8788-9451dc68ef42 · outbound

This paper cites Din-sql: Decomposed in- context learning of text-to-sql with self-correction.Advances in neural in- formation processing systems, 36:36339–36348, 2023.

CHS-SQL: A Text-to-SQL approach based on Confidence-Guided Heuristic Search Schema Linking process Din-sql: Decomposed in- context learning of text-to-sql with self-correction.Advances in neural in- formation processing systems, 36:36339–36348, 2023

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T11:00:11.886768Z

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Observation d1e5d148-f145-40dd-8a05-67b5dd293858 · outbound

This paper cites Dts-sql: Decomposed text- to-sql with small large language models.

CHS-SQL: A Text-to-SQL approach based on Confidence-Guided Heuristic Search Schema Linking process Dts-sql: Decomposed text- to-sql with small large language models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T11:00:11.945358Z

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Observation 1c6d8c62-6f56-4673-b650-d776d473fb7b · outbound

This paper cites Rasat: Integrat- ing relational structures into pretrained seq2seq model for text-to-sql.

CHS-SQL: A Text-to-SQL approach based on Confidence-Guided Heuristic Search Schema Linking process Rasat: Integrat- ing relational structures into pretrained seq2seq model for text-to-sql

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T11:00:12.021054Z

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Observation bfee8ea9-514f-4926-94d3-ed856f8f7ad2 · outbound

This paper cites A Survey on Text-to-SQL Parsing: Concepts, Methods, and Future Directions.

CHS-SQL: A Text-to-SQL approach based on Confidence-Guided Heuristic Search Schema Linking process A Survey on Text-to-SQL Parsing: Concepts, Methods, and Future Directions

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-02T11:00:12.104010Z

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Observation 4828d2f9-8116-4be3-bada-78c98e04cb66 · outbound

This paper cites Picard: Pars- ing incrementally for constrained auto-regressive decoding from language models.

CHS-SQL: A Text-to-SQL approach based on Confidence-Guided Heuristic Search Schema Linking process Picard: Pars- ing incrementally for constrained auto-regressive decoding from language models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T11:00:12.163443Z

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Observation ff0e1488-e128-4c43-acde-308357a91bfb · outbound

This paper cites Sequence to sequence learn- ing with neural networks.Advances in neural information processing sys- tems, 27, 2014.

CHS-SQL: A Text-to-SQL approach based on Confidence-Guided Heuristic Search Schema Linking process Sequence to sequence learn- ing with neural networks.Advances in neural information processing sys- tems, 27, 2014

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-02T11:00:12.215254Z

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Observation 7ae461e8-f5c8-4775-928a-1d130c20d44e · outbound

This paper cites An Investigation Between Schema Linking and Text-to-SQL Performance.

CHS-SQL: A Text-to-SQL approach based on Confidence-Guided Heuristic Search Schema Linking process An Investigation Between Schema Linking and Text-to-SQL Performance

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-02T11:00:12.264508Z

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Observation 7f446d23-3496-4481-ab49-d225a2486905 · outbound

This paper cites Efficient Large Language Models: A Survey.

CHS-SQL: A Text-to-SQL approach based on Confidence-Guided Heuristic Search Schema Linking process Efficient Large Language Models: A Survey

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-02T11:00:12.321867Z

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Observation 8f03e77b-e478-47e9-9ad9-d270ef87ec00 · outbound

This paper cites Rat-sql: Relation-aware schema encoding and link- ing for text-to-sql parsers.

CHS-SQL: A Text-to-SQL approach based on Confidence-Guided Heuristic Search Schema Linking process Rat-sql: Relation-aware schema encoding and link- ing for text-to-sql parsers

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-02T11:00:12.369023Z

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Observation 4f10771d-321e-4513-867a-021606717984 · outbound

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

CHS-SQL: A Text-to-SQL approach based on Confidence-Guided Heuristic Search Schema Linking process Mac-sql: A multi-agent collaborative framework for text-to-sql

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-02T11:00:12.421598Z

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Observation 49c87d73-4c54-4d22-8bdf-788ad47dcf42 · outbound

This paper cites an unresolved cited work.

CHS-SQL: A Text-to-SQL approach based on Confidence-Guided Heuristic Search Schema Linking process Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-02T11:00:12.505564Z

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Observation 473fb75c-e329-4df1-ae82-d121cbeafdf3 · outbound

This paper cites Chain-of-thought prompting elic- its reasoning in large language models.Advances in neural information processing systems, 35:24824–24837, 2022.

CHS-SQL: A Text-to-SQL approach based on Confidence-Guided Heuristic Search Schema Linking process Chain-of-thought prompting elic- its reasoning in large language models.Advances in neural information processing systems, 35:24824–24837, 2022

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-02T11:00:12.583882Z

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Observation 0206bee6-f1b3-454f-a130-15efecd9dc6f · outbound

This paper cites SQLNet: Generating Structured Queries From Natural Language Without Reinforcement Learning.

CHS-SQL: A Text-to-SQL approach based on Confidence-Guided Heuristic Search Schema Linking process SQLNet: Generating Structured Queries From Natural Language Without Reinforcement Learning

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-02T11:00:12.670485Z

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Observation 4b34f718-d90b-4ddc-ac66-234701bd6494 · outbound

This paper cites Syntaxsqlnet: Syntax tree networks for complex and cross-domain text-to-sql task.

CHS-SQL: A Text-to-SQL approach based on Confidence-Guided Heuristic Search Schema Linking process Syntaxsqlnet: Syntax tree networks for complex and cross-domain text-to-sql task

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-02T11:00:12.731589Z

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Observation 2c7e42ba-a9cb-4f4e-be96-b6deffb216e1 · outbound

This paper cites Benchmarking the text-to-sql capability of large language models: A comprehensive evalua- tion.arXiv preprint arXiv:2403.02951, 2024.

CHS-SQL: A Text-to-SQL approach based on Confidence-Guided Heuristic Search Schema Linking process Benchmarking the text-to-sql capability of large language models: A comprehensive evalua- tion.arXiv preprint arXiv:2403.02951, 2024

Reference 33

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Pith citing papers

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