Paper Citation Record · LEDGER

Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline

As of 22 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 0 inbound Pith citation observations for arXiv:2608.09254.

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

pith.paper-citation-record.v1
2608.09254 v1

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T20:46:34.962428Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

34 of 34 outbound references displayed

verified exact0
verified fuzzy6
unresolved28
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 82801247-53a2-45a5-aba3-ba2f440593d2 · outbound

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

Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline Text-to-SQL Empowered by Large Language Models: A Benchmark Evaluation

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T20:46:34.781844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e1b8b2b-b3a9-46f0-afdb-7188c8fcf2a1 · outbound

This paper cites Robust Text-to-.

Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline Robust Text-to-

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:46:35.555975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8aa58e3b-a692-4489-bc81-26a68d163beb · outbound

This paper cites 2024 , eprint =.

Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline 2024 , eprint =

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:46:35.545033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b90cec6e-549d-4bba-8cfb-4f33cb730b17 · outbound

This paper cites Journal of Machine Learning Research , volume =.

Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline Journal of Machine Learning Research , volume =

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:46:35.534490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation eb54b5db-f257-443c-8ffb-5c0241d408e1 · outbound

This paper cites Proceedings of the National Academy of Sciences , volume =.

Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline Proceedings of the National Academy of Sciences , volume =

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:46:35.522434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a98d0acd-183b-4984-897c-258f8feb241a · outbound

This paper cites 2024 , eprint =.

Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline 2024 , eprint =

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:46:35.508654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d2dd8c78-6c7a-4c76-88db-466256fe444f · outbound

This paper cites 1993 , isbn =.

Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline 1993 , isbn =

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:46:35.496560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9183fd6e-8d19-4ee7-b39b-9bcae609eb46 · outbound

This paper cites an unresolved cited work.

Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-11T20:46:35.483270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8aab1965-40c1-49be-8827-a753adb3effa · outbound

This paper cites an unresolved cited work.

Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T20:46:34.857972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a12eeb63-cfd4-4dec-afd7-0909aa3509ad · outbound

This paper cites an unresolved cited work.

Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-11T20:46:35.468031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 630a7c6c-6427-4ffd-bea8-47e3d4488d4d · outbound

This paper cites an unresolved cited work.

Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-11T20:46:35.454232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9c1f7f43-57d6-457a-bd9d-deba8430a61b · outbound

This paper cites an unresolved cited work.

Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-11T20:46:35.441950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation dd3924de-7db1-4399-ac45-51eadbb7bf67 · outbound

This paper cites Tibshirani.

Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline Tibshirani

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T20:46:34.876351Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62c451b6-17ab-43d3-af0e-6ab987cace6e · outbound

This paper cites an unresolved cited work.

Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-11T20:46:35.429995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation bb20b7e7-c1a6-4483-ba08-498b002f4279 · outbound

This paper cites an unresolved cited work.

Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T20:46:34.883581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 743e70b4-8289-46d2-bc96-e1deb5c87b36 · outbound

This paper cites Selective Classification for Deep Neural Networks.

Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline Selective Classification for Deep Neural Networks

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T20:46:34.888101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35ef853b-13b9-4348-8cb3-910e1e280c0e · outbound

This paper cites an unresolved cited work.

Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-11T20:46:35.416333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation bf0dd74a-55a3-42b0-b013-5cb25ebb6a28 · outbound

This paper cites On Calibration of Modern Neural Networks.

Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline On Calibration of Modern Neural Networks

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-11T20:46:34.895524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a44c4497-c3e8-4389-a8b6-9c8dc3ffb2ef · outbound

This paper cites Qwen2.5-Coder Technical Report.

Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline Qwen2.5-Coder Technical Report

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T20:46:34.899647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4096134e-7c9d-4761-9227-e128e18dd15f · outbound

This paper cites Language Models (Mostly) Know What They Know.

Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline Language Models (Mostly) Know What They Know

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-11T20:46:34.904811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93ca7e99-8c1f-41a8-a39b-f193a0ff9f5c · outbound

This paper cites TrustSQL: Benchmarking Text-to-SQL Reliability with Penalty-Based Scoring.

Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline TrustSQL: Benchmarking Text-to-SQL Reliability with Penalty-Based Scoring

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T20:46:34.908535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00253971-4295-4dca-9e1c-a354250b56be · outbound

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

Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline Spider 2.0: Evaluating Language Models on Real-World Enterprise Text-to-SQL Workflows

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-11T20:46:34.912755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce82808b-dc14-4dec-b07d-24f7cec7498d · outbound

This paper cites Can LLM Already Serve as A Database Interface? A BIg Bench for Large-Scale Database Grounded Text-to-SQLs.

Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline Can LLM Already Serve as A Database Interface? A BIg Bench for Large-Scale Database Grounded Text-to-SQLs

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-11T20:46:34.916626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9fcedb3d-1899-4017-9de1-b1a1d0db0b5f · outbound

This paper cites Teaching Models to Express Their Uncertainty in Words.

Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline Teaching Models to Express Their Uncertainty in Words

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-11T20:46:34.920778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68e8b411-fe9f-41c8-81ba-f1c0a4a87a13 · outbound

This paper cites an unresolved cited work.

Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-11T20:46:35.403521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ea8919a8-371e-4898-a56d-aef3723777e4 · outbound

This paper cites Cooper, and Milos Hauskrecht.

Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline Cooper, and Milos Hauskrecht

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-11T20:46:34.929618Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 582c7290-1b9e-4418-86b4-869f2dd02082 · outbound

This paper cites Nosek, Charles R.

Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline Nosek, Charles R

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-11T20:46:34.933950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea3fb79d-ec9b-4fb3-aceb-dd14f732b01f · outbound

This paper cites DIN-SQL: Decomposed In-Context Learning of Text-to-SQL with Self-Correction.

Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline DIN-SQL: Decomposed In-Context Learning of Text-to-SQL with Self-Correction

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-11T20:46:34.938540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5e0bf88-42ac-4494-afe6-44a8b681e7b1 · outbound

This paper cites an unresolved cited work.

Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-11T20:46:34.942131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6cadd29-455a-4584-ac9f-b0b6320a4d71 · outbound

This paper cites an unresolved cited work.

Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-11T20:46:34.946584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e64522e6-be59-43b1-9404-84b866553d8d · outbound

This paper cites Robust Text-to-SQL Generation with Execution-Guided Decoding.

Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline Robust Text-to-SQL Generation with Execution-Guided Decoding

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-11T20:46:34.950197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9405b657-baf4-49a5-9a2a-0342c9e50610 · outbound

This paper cites an unresolved cited work.

Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline Unresolved cited work

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-11T20:46:34.954141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4bfa29d4-1620-4846-a6d8-468ba2ffb8e9 · outbound

This paper cites Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena.

Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-11T20:46:34.957854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1de50b62-9c68-47b6-b499-70f807c51a60 · outbound

This paper cites an unresolved cited work.

Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-11T20:46:34.962428Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.