Paper Citation Record · LEDGER

Natural Language Interaction with Databases on Edge Devices in the Internet of Battlefield Things

As of 7 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 0 inbound Pith citation observations for arXiv:2506.06396.

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

pith.paper-citation-record.v1
2506.06396 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:18:50.210354Z

measured 18 of 18 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

18 of 18 outbound references displayed

verified exact2
verified fuzzy12
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6b68ba2c-bc27-4d06-a22f-36752f500744 · outbound

This paper cites A Smart City Assisted Internet of Military Defense Things Architecture,.

Natural Language Interaction with Databases on Edge Devices in the Internet of Battlefield Things A Smart City Assisted Internet of Military Defense Things Architecture,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:18:54.553283Z

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 c208bf36-4493-406d-87a0-188d0e317de9 · outbound

This paper cites A Survey on the Integration and Optimization of Large Language Models in Edge Computing Environments,.

Natural Language Interaction with Databases on Edge Devices in the Internet of Battlefield Things A Survey on the Integration and Optimization of Large Language Models in Edge Computing Environments,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:18:54.200512Z

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 003abd26-cf88-4aa8-b999-999e9b85229b · outbound

This paper cites Large language models surpass human experts in predicting neuroscience results,.

Natural Language Interaction with Databases on Edge Devices in the Internet of Battlefield Things Large language models surpass human experts in predicting neuroscience results,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:18:53.968124Z

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 5010db60-0dc2-4b13-b8b1-423c4a6cc28f · outbound

This paper cites Large Language Models for Information Retrieval: A Survey,.

Natural Language Interaction with Databases on Edge Devices in the Internet of Battlefield Things Large Language Models for Information Retrieval: A Survey,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T10:18:48.186600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f2714e6-0ce2-4140-8a94-8d6002651c29 · outbound

This paper cites A Review on Code Generation with LLMs: Application and Evaluation,.

Natural Language Interaction with Databases on Edge Devices in the Internet of Battlefield Things A Review on Code Generation with LLMs: Application and Evaluation,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:18:53.652660Z

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 e6ff54d0-2006-4e1a-a596-f4083d08d34e · outbound

This paper cites Cypher: An Evolving Query Language for Property Graphs,.

Natural Language Interaction with Databases on Edge Devices in the Internet of Battlefield Things Cypher: An Evolving Query Language for Property Graphs,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:18:53.280316Z

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 a420d6a6-aaab-4ca5-bace-b44c083fa94b · outbound

This paper cites Real-Time Text-to-Cypher Query Generation with Large Language Models for Graph Databases,.

Natural Language Interaction with Databases on Edge Devices in the Internet of Battlefield Things Real-Time Text-to-Cypher Query Generation with Large Language Models for Graph Databases,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:18:52.985451Z

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 9860dd6e-8214-4860-859b-71672191c4cf · outbound

This paper cites Decoding the Mystery: How Can LLMs Turn Text Into Cypher in Complex Knowledge Graphs?.

Natural Language Interaction with Databases on Edge Devices in the Internet of Battlefield Things Decoding the Mystery: How Can LLMs Turn Text Into Cypher in Complex Knowledge Graphs?

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:18:52.691076Z

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 8ee67c40-48cc-4784-a1bb-440531341d6a · outbound

This paper cites Text2Cypher: Bridging Natural Language and Graph Databases.

Natural Language Interaction with Databases on Edge Devices in the Internet of Battlefield Things Text2Cypher: Bridging Natural Language and Graph Databases

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T10:18:48.971477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 977fab7e-02eb-47ed-9945-070244eceaa5 · outbound

This paper cites SyntheT2C: Generating Synthetic Data for Fine-Tuning Large Language Models on the Text2Cypher Task.

Natural Language Interaction with Databases on Edge Devices in the Internet of Battlefield Things SyntheT2C: Generating Synthetic Data for Fine-Tuning Large Language Models on the Text2Cypher Task

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-08-07T10:18:50.823061Z

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 0012493a-34e0-4f47-9701-a4a26f62ac52 · outbound

This paper cites Robust Text-to-Cypher Using Combination of BERT, GraphSAGE, and Transformer (CoBGT) Model,.

Natural Language Interaction with Databases on Edge Devices in the Internet of Battlefield Things Robust Text-to-Cypher Using Combination of BERT, GraphSAGE, and Transformer (CoBGT) Model,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:18:52.399044Z

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 354c92da-1733-42ae-8c28-950e45d6a92e · outbound

This paper cites Frameworks for Querying Databases Using Natural Language: A Literature Review – NLP-to-DB Querying Frameworks,.

Natural Language Interaction with Databases on Edge Devices in the Internet of Battlefield Things Frameworks for Querying Databases Using Natural Language: A Literature Review – NLP-to-DB Querying Frameworks,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:18:52.106690Z

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 414fe9fc-4d2e-4421-9960-e0e1084a18d6 · outbound

This paper cites DSL-Xpert: LLM-driven Generic DSL Code Generation,.

Natural Language Interaction with Databases on Edge Devices in the Internet of Battlefield Things DSL-Xpert: LLM-driven Generic DSL Code Generation,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:18:51.769798Z

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 af7efc58-ed19-4894-8f4a-5bea458880e0 · outbound

This paper cites From a Natural to a Formal Language with DSL Assistant,.

Natural Language Interaction with Databases on Edge Devices in the Internet of Battlefield Things From a Natural to a Formal Language with DSL Assistant,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:18:51.461668Z

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 926e2516-6a7a-473e-848f-c1c26b9043c0 · outbound

This paper cites Leveraging Code to Improve In-context Learning for Semantic Parsing.

Natural Language Interaction with Databases on Edge Devices in the Internet of Battlefield Things Leveraging Code to Improve In-context Learning for Semantic Parsing

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T10:18:49.846481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0a3ae68-1f21-416f-82ea-ea1cc0d27609 · outbound

This paper cites DocCGen: Document-based Controlled Code Generation.

Natural Language Interaction with Databases on Edge Devices in the Internet of Battlefield Things DocCGen: Document-based Controlled Code Generation

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-08-07T10:18:50.502102Z

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 e42e8cdc-fa98-48fb-b844-9053c6eefa74 · outbound

This paper cites Collaborative Inference in Resource-Constrained Edge Networks: Challenges and Opportunities,.

Natural Language Interaction with Databases on Edge Devices in the Internet of Battlefield Things Collaborative Inference in Resource-Constrained Edge Networks: Challenges and Opportunities,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:18:51.147162Z

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 a15c8408-c4c5-4c87-8636-510551990d89 · outbound

This paper cites Large Language Models: A Survey.

Natural Language Interaction with Databases on Edge Devices in the Internet of Battlefield Things Large Language Models: A Survey

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T10:18:50.210354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.