Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T16:07:49.891648Z
Paper Citation Record · LEDGER
DESAMO: A Device for Elder-Friendly Smart Homes Powered by Embedded LLM with Audio Modality
As of 8 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 0 inbound Pith citation observations for arXiv:2508.18918.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
19 of 19 outbound references displayed
- verified exact0
- verified fuzzy1
- unresolved18
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 248610f0-73a4-4c81-96d5-4f1bb2174bc0 · outbound
This paper cites an unresolved cited work.
DESAMO: A Device for Elder-Friendly Smart Homes Powered by Embedded LLM with Audio Modality Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T16:07:50.209268Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a576a466-8d10-4190-ba1b-cc7d783740f4 · outbound
This paper cites VoiceBench: Benchmarking LLM-Based Voice Assistants.
DESAMO: A Device for Elder-Friendly Smart Homes Powered by Embedded LLM with Audio Modality VoiceBench: Benchmarking LLM-Based Voice Assistants
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T16:07:49.834802Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6db4fbc4-b3d9-4da9-9317-6a0586c3015f · outbound
This paper cites Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models.
DESAMO: A Device for Elder-Friendly Smart Homes Powered by Embedded LLM with Audio Modality Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T16:07:49.838299Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation faccefeb-35f4-4c12-84ef-fe9121d93104 · outbound
This paper cites Dawood, Mahmood B.
DESAMO: A Device for Elder-Friendly Smart Homes Powered by Embedded LLM with Audio Modality Dawood, Mahmood B
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:07:50.199474Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 93ac7f83-e856-4dee-b79d-ae1440e037ce · outbound
This paper cites an unresolved cited work.
DESAMO: A Device for Elder-Friendly Smart Homes Powered by Embedded LLM with Audio Modality Unresolved cited work
Reference 5
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T16:07:50.190378Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 37d1881d-cad6-47c5-b3b3-d73297f7dc65 · outbound
This paper cites an unresolved cited work.
DESAMO: A Device for Elder-Friendly Smart Homes Powered by Embedded LLM with Audio Modality Unresolved cited work
Reference 6
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T16:07:50.181046Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1b91d97d-daa5-47d1-aa17-709eed3c9c1e · outbound
This paper cites an unresolved cited work.
DESAMO: A Device for Elder-Friendly Smart Homes Powered by Embedded LLM with Audio Modality Unresolved cited work
Reference 7
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T16:07:50.171217Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 67e6d435-5ebd-49f8-967f-11c44a621ece · outbound
This paper cites an unresolved cited work.
DESAMO: A Device for Elder-Friendly Smart Homes Powered by Embedded LLM with Audio Modality Unresolved cited work
Reference 8
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T16:07:50.161035Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8fab2a92-0dac-4385-a6a6-3a837f07bc67 · outbound
This paper cites an unresolved cited work.
DESAMO: A Device for Elder-Friendly Smart Homes Powered by Embedded LLM with Audio Modality Unresolved cited work
Reference 9
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T16:07:50.151671Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a597610e-2d9e-4d2e-8778-0fe79d2aa65e · outbound
This paper cites an unresolved cited work.
DESAMO: A Device for Elder-Friendly Smart Homes Powered by Embedded LLM with Audio Modality Unresolved cited work
Reference 10
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T16:07:50.142742Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 053174e1-6d89-459c-b59a-f7aa7c381ba6 · outbound
This paper cites an unresolved cited work.
DESAMO: A Device for Elder-Friendly Smart Homes Powered by Embedded LLM with Audio Modality Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T16:07:50.133105Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ea78c427-0615-41a5-ab59-23fb3eb5773b · outbound
This paper cites an unresolved cited work.
DESAMO: A Device for Elder-Friendly Smart Homes Powered by Embedded LLM with Audio Modality Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T16:07:50.123597Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a59574d9-3ec5-4cfd-9b1a-dc73cd8fbfed · outbound
This paper cites an unresolved cited work.
DESAMO: A Device for Elder-Friendly Smart Homes Powered by Embedded LLM with Audio Modality Unresolved cited work
Reference 13
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T16:07:50.113328Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ba30a6de-7b0a-480c-99f0-cc2ff80fdb56 · outbound
This paper cites an unresolved cited work.
DESAMO: A Device for Elder-Friendly Smart Homes Powered by Embedded LLM with Audio Modality Unresolved cited work
Reference 14
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T16:07:50.103629Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8b62667e-30ed-4f5f-a466-871c3d5d747c · outbound
This paper cites an unresolved cited work.
DESAMO: A Device for Elder-Friendly Smart Homes Powered by Embedded LLM with Audio Modality Unresolved cited work
Reference 15
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T16:07:50.093209Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 67eade17-8544-45de-b8e0-5feea5041d6f · outbound
This paper cites an unresolved cited work.
DESAMO: A Device for Elder-Friendly Smart Homes Powered by Embedded LLM with Audio Modality Unresolved cited work
Reference 16
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T16:07:50.082601Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b1a4e76c-ff2a-4310-91be-faa1d2d905be · outbound
This paper cites BLSP: Bootstrapping Language-Speech Pre-training via Behavior Alignment of Continuation Writing.
DESAMO: A Device for Elder-Friendly Smart Homes Powered by Embedded LLM with Audio Modality BLSP: Bootstrapping Language-Speech Pre-training via Behavior Alignment of Continuation Writing
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T16:07:49.885206Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 541976a4-350b-4d9c-93a5-0a2e19b05233 · outbound
This paper cites Qwen2.5-Omni Technical Report.
DESAMO: A Device for Elder-Friendly Smart Homes Powered by Embedded LLM with Audio Modality Qwen2.5-Omni Technical Report
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T16:07:49.888381Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c754062c-1dca-4b72-99c8-69ca063fe34e · outbound
This paper cites an unresolved cited work.
DESAMO: A Device for Elder-Friendly Smart Homes Powered by Embedded LLM with Audio Modality Unresolved cited work
Reference 19
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T16:07:50.071657Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Pith citing papers
No inbound Pith citation observations are available.