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Paper Citation Record · LEDGER

On-Device LLMs for Home Assistant: Dual Role in Intent Detection and Response Generation

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2502.12923.

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

pith.paper-citation-record.v1
2502.12923 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 2 of 2 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T14:41:53.544917Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T08:39:41.710711Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 12bd54fc-1104-4050-8ee8-3b2e331110ae · inbound

Talk with the Things: Integrating LLMs into IoT Networks cites this paper.

Talk with the Things: Integrating LLMs into IoT Networks On-Device LLMs for Home Assistant: Dual Role in Intent Detection and Response Generation

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-06T14:41:53.544917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:41:53.544917Z digest=sha256:be4cb0c5006ab2b9678caa5a56868286d85f7e566271fad4478e0256e95c6e27

Observation 8794ca40-420f-4627-916f-b24fd0932972 · inbound

SCENIC: Semantic-Conditioned Edge-Aware Neural Framework for Structured IoT Command Generation cites this paper.

SCENIC: Semantic-Conditioned Edge-Aware Neural Framework for Structured IoT Command Generation On-Device LLMs for Home Assistant: Dual Role in Intent Detection and Response Generation

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-07-04T08:39:41.712132Z

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.

source=pdf_text observed=2026-06-26T11:21:51.750330Z digest=sha256:067e6e94cf12559ad5c5157a5c3755b0287b7a0992ada15387a1b601d35d28f2