Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T12:44:55.400946Z
Paper Citation Record · LEDGER
ELF: A Family of Encoder-Free ECG-Language Models
As of 20 August 2026, this Paper Citation Record lists 4 of 4 outbound references and 0 inbound Pith citation observations for arXiv:2601.18798.
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 2026-08-20T06:33:59.587034+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
4 of 4 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved4
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation b2c44d1c-d89a-4cb7-8ae7-6757e0a4dddb · outbound
This paper cites ECGBERT: Understanding Hidden Language of ECGs with Self-Supervised Representation Learning.
ELF: A Family of Encoder-Free ECG-Language Models ECGBERT: Understanding Hidden Language of ECGs with Self-Supervised Representation Learning
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:44:55.247053Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e99b207c-384f-4f27-b4af-fc42b86186e6 · outbound
This paper cites Seokmin Choi, Sajad Mousavi, Phillip Si, Haben G.
ELF: A Family of Encoder-Free ECG-Language Models Seokmin Choi, Sajad Mousavi, Phillip Si, Haben G
Reference 2023
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:44:55.181961Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 381a5df5-56bc-4462-94c2-7e83e47700f3 · outbound
This paper cites ECG-Chat: A Large ECG-Language Model for Cardiac Disease Diagnosis.
ELF: A Family of Encoder-Free ECG-Language Models ECG-Chat: A Large ECG-Language Model for Cardiac Disease Diagnosis
Reference 2024
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:44:55.400946Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b06c80f1-1c02-48ed-ae71-0b4bec1ff1e3 · outbound
This paper cites Signal, Image, or Symbolic: Exploring the Best Input Representation for Electrocardiogram-Language Models Through a Unified Framework.
ELF: A Family of Encoder-Free ECG-Language Models Signal, Image, or Symbolic: Exploring the Best Input Representation for Electrocardiogram-Language Models Through a Unified Framework
Reference 2025
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:44:55.338961Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.