Paper Citation Record · LEDGER

Enhancing Accuracy and Maintainability in Nuclear Plant Data Retrieval: A Function-Calling LLM Approach Over NL-to-SQL

As of 16 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 2 inbound Pith citation observations for arXiv:2506.08757.

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

pith.paper-citation-record.v1
2506.08757 v1

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:04:51.044820Z

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T09:42:49.734207Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

21 of 21 outbound references displayed

verified exact0
verified fuzzy12
unresolved9
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ca09e316-0566-4b77-b53d-c092d5b6f9ce · outbound

This paper cites Traditional NL-to-SQL methods, while user-friendly, introduce risks when handling complex legacy databases.

Enhancing Accuracy and Maintainability in Nuclear Plant Data Retrieval: A Function-Calling LLM Approach Over NL-to-SQL Traditional NL-to-SQL methods, while user-friendly, introduce risks when handling complex legacy databases

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:04:51.496562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 71f95d2c-6381-4562-abba-f2bbe2427114 · outbound

This paper cites What day is it today?.

Enhancing Accuracy and Maintainability in Nuclear Plant Data Retrieval: A Function-Calling LLM Approach Over NL-to-SQL What day is it today?

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:04:51.483775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 658e66eb-dedd-4278-ae7c-b882aed2978b · outbound

This paper cites main agent.

Enhancing Accuracy and Maintainability in Nuclear Plant Data Retrieval: A Function-Calling LLM Approach Over NL-to-SQL main agent

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:04:51.471214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 85b0243d-2b40-4ecd-8e41-363180b0bca3 · outbound

This paper cites Show me all the work requests entered in by John Smith.

Enhancing Accuracy and Maintainability in Nuclear Plant Data Retrieval: A Function-Calling LLM Approach Over NL-to-SQL Show me all the work requests entered in by John Smith

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:04:51.458573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b338161b-fee8-45df-b61a-024964f39725 · outbound

This paper cites an unresolved cited work.

Enhancing Accuracy and Maintainability in Nuclear Plant Data Retrieval: A Function-Calling LLM Approach Over NL-to-SQL Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:04:51.445074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 0ddb2ec1-da13-417b-905d-2b4289ef81b3 · outbound

This paper cites 7 44th Annual CNS Conference and the 49th Annual CNS/CNA Student Conference Westin Harbour Castle Hotel, Toronto, ON, Canada, June 8-11, 2025 a.

Enhancing Accuracy and Maintainability in Nuclear Plant Data Retrieval: A Function-Calling LLM Approach Over NL-to-SQL 7 44th Annual CNS Conference and the 49th Annual CNS/CNA Student Conference Westin Harbour Castle Hotel, Toronto, ON, Canada, June 8-11, 2025 a

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:04:51.432171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation e844f6ca-f1b1-4545-8b1c-785c32d7ee1e · outbound

This paper cites This query also comes with an explanation of how it was built.

Enhancing Accuracy and Maintainability in Nuclear Plant Data Retrieval: A Function-Calling LLM Approach Over NL-to-SQL This query also comes with an explanation of how it was built

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:04:51.418432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 98b63997-92d0-4bc3-9387-ccc8c8e8cf1e · outbound

This paper cites Any discrepancies are corrected so that the query conforms to the expected format and contains only valid tables and fields.

Enhancing Accuracy and Maintainability in Nuclear Plant Data Retrieval: A Function-Calling LLM Approach Over NL-to-SQL Any discrepancies are corrected so that the query conforms to the expected format and contains only valid tables and fields

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:04:51.405375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 0015dc54-0444-4eb4-8044-96f98d6022df · outbound

This paper cites an unresolved cited work.

Enhancing Accuracy and Maintainability in Nuclear Plant Data Retrieval: A Function-Calling LLM Approach Over NL-to-SQL Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:04:51.391973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6e293ec6-7313-4d36-bf16-20f461977881 · outbound

This paper cites Figure 2 – Non-Function Calling Approach Flowdiagram 3.3 Model Selection For this project we used OpenAI’s GPT-4o model.

Enhancing Accuracy and Maintainability in Nuclear Plant Data Retrieval: A Function-Calling LLM Approach Over NL-to-SQL Figure 2 – Non-Function Calling Approach Flowdiagram 3.3 Model Selection For this project we used OpenAI’s GPT-4o model

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:04:51.380144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 96aed1f6-ec41-493a-8158-54199a28df7d · outbound

This paper cites an unresolved cited work.

Enhancing Accuracy and Maintainability in Nuclear Plant Data Retrieval: A Function-Calling LLM Approach Over NL-to-SQL Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:04:51.365902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 403fb63e-f2f4-4d0c-a925-f12bada7ce07 · outbound

This paper cites By constraining SQL generation through validated functions and structured agent workflows, the fr amework minimizes risks and bolsters operational safety.

Enhancing Accuracy and Maintainability in Nuclear Plant Data Retrieval: A Function-Calling LLM Approach Over NL-to-SQL By constraining SQL generation through validated functions and structured agent workflows, the fr amework minimizes risks and bolsters operational safety

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:04:51.350741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 50411dd6-3451-417a-8607-a88490c3c681 · outbound

This paper cites an unresolved cited work.

Enhancing Accuracy and Maintainability in Nuclear Plant Data Retrieval: A Function-Calling LLM Approach Over NL-to-SQL Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:04:51.337844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 78c71100-7140-4a5b-9746-561f73cff829 · outbound

This paper cites Model Cards and Prompt Formats: Llama3_1,.

Enhancing Accuracy and Maintainability in Nuclear Plant Data Retrieval: A Function-Calling LLM Approach Over NL-to-SQL Model Cards and Prompt Formats: Llama3_1,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:04:51.325232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 0b91abdf-6ee3-405c-98a0-23e268eba68b · outbound

This paper cites Introducing Structured Outputs in the API.

Enhancing Accuracy and Maintainability in Nuclear Plant Data Retrieval: A Function-Calling LLM Approach Over NL-to-SQL Introducing Structured Outputs in the API

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:04:51.312303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 4698e92e-7876-4e3a-a7f0-5e20cddd86a0 · outbound

This paper cites Berkeley Function-Calling Leaderboard V3.

Enhancing Accuracy and Maintainability in Nuclear Plant Data Retrieval: A Function-Calling LLM Approach Over NL-to-SQL Berkeley Function-Calling Leaderboard V3

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:04:51.299422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation fe06b3ef-b03d-43dd-a8bc-2b9aae8a8547 · outbound

This paper cites ToolACE: Winning the Points of LLM Function Calling.

Enhancing Accuracy and Maintainability in Nuclear Plant Data Retrieval: A Function-Calling LLM Approach Over NL-to-SQL ToolACE: Winning the Points of LLM Function Calling

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T05:04:51.027265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04659f00-527a-480c-bbb9-78f0329e725a · outbound

This paper cites HammerBench: Fine-Grained Function-Calling Evaluation in Real Mobile Device Scenarios,.

Enhancing Accuracy and Maintainability in Nuclear Plant Data Retrieval: A Function-Calling LLM Approach Over NL-to-SQL HammerBench: Fine-Grained Function-Calling Evaluation in Real Mobile Device Scenarios,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T05:04:51.031888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f61d052-191e-40e1-a57e-c948daa0a3cd · outbound

This paper cites AgentBench: Evaluating LLMs as Agents.

Enhancing Accuracy and Maintainability in Nuclear Plant Data Retrieval: A Function-Calling LLM Approach Over NL-to-SQL AgentBench: Evaluating LLMs as Agents

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T05:04:51.036002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b451210-e2ff-44fe-832e-6a73720ed1c1 · outbound

This paper cites Less is More: Optimizing Function Calling for LLM Execution on Edge Devices.

Enhancing Accuracy and Maintainability in Nuclear Plant Data Retrieval: A Function-Calling LLM Approach Over NL-to-SQL Less is More: Optimizing Function Calling for LLM Execution on Edge Devices

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T05:04:51.040375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5a3823b-5ec0-482a-b6ad-53ab9b81451f · outbound

This paper cites Gorilla: Large Language Model Connected with Massive APIs.

Enhancing Accuracy and Maintainability in Nuclear Plant Data Retrieval: A Function-Calling LLM Approach Over NL-to-SQL Gorilla: Large Language Model Connected with Massive APIs

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T05:04:51.044820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 5ae6c16d-dbc1-4415-b788-8ad0353a6708 · inbound

From Naive RAG to Deep Agentic Retrieval: An Evolving Context Engineering Pipeline for Regulatory Compliance cites this paper.

From Naive RAG to Deep Agentic Retrieval: An Evolving Context Engineering Pipeline for Regulatory Compliance Enhancing Accuracy and Maintainability in Nuclear Plant Data Retrieval: A Function-Calling LLM Approach Over NL-to-SQL

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T09:42:49.734207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa234c4b-f802-4b7d-8379-5d7fce593c33 · inbound

AI-Assisted Knowledge Access for Legacy Enterprise Asset Management in Energy Operations: A Practical Retrieval System cites this paper.

AI-Assisted Knowledge Access for Legacy Enterprise Asset Management in Energy Operations: A Practical Retrieval System Enhancing Accuracy and Maintainability in Nuclear Plant Data Retrieval: A Function-Calling LLM Approach Over NL-to-SQL

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T09:41:59.941374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.