Paper Citation Record · LEDGER

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation

As of 10 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:2608.05893.

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

pith.paper-citation-record.v1
2608.05893 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T21:38:43.809472Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

39 of 39 outbound references displayed

verified exact3
verified fuzzy35
unresolved1
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f144348a-4b2b-4611-9b7b-d1468a25c50c · outbound

This paper cites and Lungren, Matthew P.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation and Lungren, Matthew P

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:38:45.446757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f20da543-ade6-4223-b2d4-50bc9769f014 · outbound

This paper cites International Conference on Learning Representations , year =.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation International Conference on Learning Representations , year =

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:38:45.266540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7c588067-7c28-4b66-988a-033f6b267289 · outbound

This paper cites Reading Your Heart: Learning.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation Reading Your Heart: Learning

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:38:45.118874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8f7d34da-a762-4cd9-9dd0-9539ac289a92 · outbound

This paper cites Zero-Shot.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation Zero-Shot

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:38:45.102266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bc56ab92-6008-4d7d-b088-2038d562d664 · outbound

This paper cites 2025 , month = jul, doi =.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation 2025 , month = jul, doi =

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:38:45.086964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 37f056c4-15bf-4976-afc3-ad1a9870bb22 · outbound

This paper cites 2025 , doi =.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation 2025 , doi =

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:38:45.067926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 13f378cc-b491-498a-8a0c-8c2ce39a1908 · outbound

This paper cites 2026 , doi =.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation 2026 , doi =

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:38:45.048453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 22c116ac-c310-4b2d-88b0-44b0b56f4e84 · outbound

This paper cites 2026 , doi =.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation 2026 , doi =

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:38:45.033280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 27a790da-f1fd-4492-be26-aab03a55463e · outbound

This paper cites Guiding Masked Representation Learning to Capture Spatio-Temporal Relationship of Electrocardiogram.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation Guiding Masked Representation Learning to Capture Spatio-Temporal Relationship of Electrocardiogram

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:38:45.016992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 99676a2e-9e17-426a-a684-1d52ad7ea393 · outbound

This paper cites Zero-Shot ECG Classification with Multimodal Learning and Test-Time Clinical Knowledge Enhancement.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation Zero-Shot ECG Classification with Multimodal Learning and Test-Time Clinical Knowledge Enhancement

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:38:44.995912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0f690671-0f2e-48ff-bb33-59cf632ab4e6 · outbound

This paper cites Boosting Masked ECG-Text Auto-Encoders as Discriminative Learners.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation Boosting Masked ECG-Text Auto-Encoders as Discriminative Learners

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:38:44.910496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f0de60a1-8d6c-4ad0-bd5e-0e3829383bc3 · outbound

This paper cites H-Tuning: Toward Low-Cost and Efficient ECG-Based Cardiovascular Disease Detection with Pre-Trained Models.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation H-Tuning: Toward Low-Cost and Efficient ECG-Based Cardiovascular Disease Detection with Pre-Trained Models

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:38:44.846683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 59393829-5877-408b-adfe-619161c7fcf1 · outbound

This paper cites Knowledge-enhanced Multimodal ECG Representation Learning with Arbitrary-Lead Inputs.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation Knowledge-enhanced Multimodal ECG Representation Learning with Arbitrary-Lead Inputs

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-08-07T21:38:44.146804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7bdb6b1d-46e1-44fa-b843-ef937a8513a1 · outbound

This paper cites Reading Your Heart: Learning ECG Words and Sentences via Pre-Training ECG Language Model.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation Reading Your Heart: Learning ECG Words and Sentences via Pre-Training ECG Language Model

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:38:44.831384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4220b863-57a2-4afa-bf43-b26503f8f4cc · outbound

This paper cites MEIT: Multimodal Electrocardiogram Instruction Tuning on Large Language Models for Report Generation.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation MEIT: Multimodal Electrocardiogram Instruction Tuning on Large Language Models for Report Generation

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:38:44.817430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7111d8ee-5b0a-44ef-8b2c-91d6517efcfe · outbound

This paper cites BiECG-LLM: An Approach to ECG Classification and Report Generation Using a Fine-Tuned LLM with Bi-Modal ECG.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation BiECG-LLM: An Approach to ECG Classification and Report Generation Using a Fine-Tuned LLM with Bi-Modal ECG

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:38:44.802188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c5e70402-45cb-4751-96ce-5aff10c5cb21 · outbound

This paper cites ECG-Chat: A Large ECG-Language Model for Cardiac Disease Diagnosis.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation ECG-Chat: A Large ECG-Language Model for Cardiac Disease Diagnosis

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:38:44.788299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation da2fc77d-b8c9-43f2-8a9f-a50f078a40c6 · outbound

This paper cites ECG-aBcDe: Overcoming Model Dependence, Encoding ECG into a Universal Language for Any LLM.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation ECG-aBcDe: Overcoming Model Dependence, Encoding ECG into a Universal Language for Any LLM

Reference 18

Resolution: verified exact; raw_fallback, observed 2026-08-07T21:38:44.123963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c6fc2e71-ecc5-4ae8-835a-05c1cc923f3e · outbound

This paper cites HeartLLM: Discretized ECG Tokenization for LLM Based Diagnostic Reasoning.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation HeartLLM: Discretized ECG Tokenization for LLM Based Diagnostic Reasoning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T21:38:43.316775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9b07717-8abc-4031-9f61-99da64ee0ee5 · outbound

This paper cites RadTextAid: A CNN-Guided Framework Utilizing Lightweight Vision-Language Models for Assistive Radiology Reporting.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation RadTextAid: A CNN-Guided Framework Utilizing Lightweight Vision-Language Models for Assistive Radiology Reporting

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:38:44.772451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e140bb1e-cee1-481f-99cd-3e904f59de0e · outbound

This paper cites A Multi-Resolution Mutual Learning Network for Multi-Label ECG Classification.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation A Multi-Resolution Mutual Learning Network for Multi-Label ECG Classification

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-08-07T21:38:43.854883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a2fc218c-7788-4efb-8689-74450e5999bf · outbound

This paper cites and Johnson, Alistair and Moody, Benjamin and Fernandes, Chrystinne and Greenbaum, Nathaniel and Waks, Jonathan W.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation and Johnson, Alistair and Moody, Benjamin and Fernandes, Chrystinne and Greenbaum, Nathaniel and Waks, Jonathan W

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:38:44.757549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e41430b2-d409-42b7-8a96-42a1f4d5e937 · outbound

This paper cites and Samek, Wojciech and Schaeffter, Tobias.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation and Samek, Wojciech and Schaeffter, Tobias

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:38:44.743029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3cc9817f-aa4b-4ea7-8642-31f5907ea086 · outbound

This paper cites and Amaral, Luis A.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation and Amaral, Luis A

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:38:44.666481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6d03e80f-6704-4fe5-bc2d-adaa52dc1186 · outbound

This paper cites and Rajpurkar, Pranav and Haghpanahi, Masoumeh and Tison, Geoffrey H.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation and Rajpurkar, Pranav and Haghpanahi, Masoumeh and Tison, Geoffrey H

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:38:44.550949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 93454a76-d1a1-4dc4-81bb-278669874b11 · outbound

This paper cites and Ribeiro, Manoel Horta and Paix \ a o, Gabriela M.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation and Ribeiro, Manoel Horta and Paix \ a o, Gabriela M

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:38:44.525467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1aa2b5ff-dfe7-4687-b179-910f9ef956c3 · outbound

This paper cites Deep Learning for ECG Analysis: Benchmarks and Insights from PTB-XL.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation Deep Learning for ECG Analysis: Benchmarks and Insights from PTB-XL

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:38:44.511615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e806fe2a-6c78-4f85-8abb-f365a4475179 · outbound

This paper cites and Kaiser, Lukasz and Polosukhin, Illia.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation and Kaiser, Lukasz and Polosukhin, Illia

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:38:44.497451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f7f0f210-3377-45c9-a283-ce02780bbdc8 · outbound

This paper cites BERT: Pre-Training of Deep Bidirectional Transformers for Language Understanding.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation BERT: Pre-Training of Deep Bidirectional Transformers for Language Understanding

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:38:44.482864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5d048929-0668-4555-9d74-ba849100507c · outbound

This paper cites Learning Transferable Visual Models from Natural Language Supervision.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation Learning Transferable Visual Models from Natural Language Supervision

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:38:44.466962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation be0e8cce-d253-489e-8bb9-a498300b7a7b · outbound

This paper cites Language Models Are Unsupervised Multitask Learners.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation Language Models Are Unsupervised Multitask Learners

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:38:44.452235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 62bc391d-ca01-4b29-9d9b-05e9caaed931 · outbound

This paper cites ROUGE: A Package for Automatic Evaluation of Summaries.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation ROUGE: A Package for Automatic Evaluation of Summaries

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:38:44.436619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1eef36d0-5feb-4601-a636-c833c165b50f · outbound

This paper cites BLEU: A Method for Automatic Evaluation of Machine Translation.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation BLEU: A Method for Automatic Evaluation of Machine Translation

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:38:44.421415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation cf5938a8-0c1f-4f5e-8093-5fca73ae2e54 · outbound

This paper cites METEOR: An Automatic Metric for MT Evaluation with Improved Correlation with Human Judgments.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation METEOR: An Automatic Metric for MT Evaluation with Improved Correlation with Human Judgments

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:38:44.405544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 68d453d8-15f9-415d-bc1d-7a06ac8a0944 · outbound

This paper cites and Artzi, Yoav.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation and Artzi, Yoav

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:38:44.390083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ae545fd5-a361-4796-a84e-8160e331c42e · outbound

This paper cites Generating Radiology Reports via Memory-Driven Transformer.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation Generating Radiology Reports via Memory-Driven Transformer

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:38:44.373294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 766f7887-acc5-4a28-881c-cda218f0c61b · outbound

This paper cites High-Performance Medicine: The Convergence of Human and Artificial Intelligence.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation High-Performance Medicine: The Convergence of Human and Artificial Intelligence

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:38:44.308981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f6cdfb2c-db61-49d8-9561-87aa72760caf · outbound

This paper cites Circulation , volume=.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation Circulation , volume=

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:38:44.253442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c7ce2c41-997a-4e72-8d97-a2d311914eef · outbound

This paper cites Circulation , volume=.

ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation Circulation , volume=

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:38:44.172953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

No inbound Pith citation observations are available.