Paper Citation Record · LEDGER

An Ensemble Classification Approach in A Multi-Layered Large Language Model Framework for Disease Prediction

As of 21 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:2509.02446.

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

pith.paper-citation-record.v1
2509.02446 v1

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T11:38:25.989717Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

30 of 30 outbound references displayed

verified exact1
verified fuzzy29
unresolved0
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malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c297768b-38b9-45bc-b22e-53ea71c87308 · outbound

This paper cites Social media use for health purposes: Systematic review,.

An Ensemble Classification Approach in A Multi-Layered Large Language Model Framework for Disease Prediction Social media use for health purposes: Systematic review,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:38:33.804136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7b2c222f-d112-4259-be2c-25dab01a6ac3 · outbound

This paper cites Mining social media data for biomedical signals and health-related behavior,.

An Ensemble Classification Approach in A Multi-Layered Large Language Model Framework for Disease Prediction Mining social media data for biomedical signals and health-related behavior,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:38:33.552935Z

Source-reported events for the cited work

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Observation 2c3b026e-5f5a-4795-9be7-d7229b247863 · outbound

This paper cites Overview of the Sixth Social Media Mining for Health Applications (SMM4H) Shared Tasks at NAACL 2021,.

An Ensemble Classification Approach in A Multi-Layered Large Language Model Framework for Disease Prediction Overview of the Sixth Social Media Mining for Health Applications (SMM4H) Shared Tasks at NAACL 2021,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:38:33.291721Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4e04a6d7-cd7a-4f2b-8125-7f8b2b68587b · outbound

This paper cites Evaluating large language models for health-related text classification tasks with public social media data,.

An Ensemble Classification Approach in A Multi-Layered Large Language Model Framework for Disease Prediction Evaluating large language models for health-related text classification tasks with public social media data,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:38:33.032446Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5d3a8206-b74d-4bea-81eb-0fd0539ac69d · outbound

This paper cites Text classification algorithms: A survey,.

An Ensemble Classification Approach in A Multi-Layered Large Language Model Framework for Disease Prediction Text classification algorithms: A survey,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:38:32.770149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6df017e2-db67-412a-a378-bb174a529cac · outbound

This paper cites Repeata- bility of fine-tuning large language models illustrated using QLORA,.

An Ensemble Classification Approach in A Multi-Layered Large Language Model Framework for Disease Prediction Repeata- bility of fine-tuning large language models illustrated using QLORA,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:38:32.424455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6dc8f3c6-3fe5-413b-a20e-f17fca8a4ae1 · outbound

This paper cites Multi-label classification with generative large language models,.

An Ensemble Classification Approach in A Multi-Layered Large Language Model Framework for Disease Prediction Multi-label classification with generative large language models,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:38:32.171345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation dd1a351a-216e-42c4-9fa0-7ea3bdfdb926 · outbound

This paper cites A fine- tuned BERT-based transfer learning approach for text classification,.

An Ensemble Classification Approach in A Multi-Layered Large Language Model Framework for Disease Prediction A fine- tuned BERT-based transfer learning approach for text classification,

Reference 8

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6fd02b5a-3267-4c7d-9942-7f2c803788f5 · outbound

This paper cites Nikolov-Radivchev at SemEval-2019 Task 6: Offensive tweet classification with BERT and ensembles,.

An Ensemble Classification Approach in A Multi-Layered Large Language Model Framework for Disease Prediction Nikolov-Radivchev at SemEval-2019 Task 6: Offensive tweet classification with BERT and ensembles,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:38:31.690736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 520ccd69-c71f-4dd9-9c18-83e43d1a9807 · outbound

This paper cites FBK @ SMM4H 2020: RoBERTa for detecting medications on Twitter,.

An Ensemble Classification Approach in A Multi-Layered Large Language Model Framework for Disease Prediction FBK @ SMM4H 2020: RoBERTa for detecting medications on Twitter,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:38:31.450731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5fede17c-c210-41b8-a77c-68d35511e98d · outbound

This paper cites Analyzing ELMo and DistilBERT on socio-political news classification,.

An Ensemble Classification Approach in A Multi-Layered Large Language Model Framework for Disease Prediction Analyzing ELMo and DistilBERT on socio-political news classification,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:38:31.210095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ad1a2b7f-5a83-45ef-a997-45bb81dbe345 · outbound

This paper cites TorontoCL at CMCL 2021 shared task: RoBERTa with multi-stage fine-tuning for eye-tracking prediction,.

An Ensemble Classification Approach in A Multi-Layered Large Language Model Framework for Disease Prediction TorontoCL at CMCL 2021 shared task: RoBERTa with multi-stage fine-tuning for eye-tracking prediction,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:38:30.985736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation dff9c861-9196-4cec-bd16-5134fd622b33 · outbound

This paper cites ZYJ123@DravidianLangTech-EACL2021: Offen- sive language identification based on XLM-RoBERTa with DPCNN,.

An Ensemble Classification Approach in A Multi-Layered Large Language Model Framework for Disease Prediction ZYJ123@DravidianLangTech-EACL2021: Offen- sive language identification based on XLM-RoBERTa with DPCNN,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:38:30.722386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ae53873c-055b-4d9f-9186-6c5235be4023 · outbound

This paper cites YNU @ Dravidian-CodeMix-FIRE2020: XLM- RoBERTa for multi-language sentiment analysis,.

An Ensemble Classification Approach in A Multi-Layered Large Language Model Framework for Disease Prediction YNU @ Dravidian-CodeMix-FIRE2020: XLM- RoBERTa for multi-language sentiment analysis,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:38:30.415029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 50e99f07-7c89-42db-9556-8e6b93b84ce3 · outbound

This paper cites ASEM: Enhancing empathy in chatbot through attention-based sentiment and emotion modeling,.

An Ensemble Classification Approach in A Multi-Layered Large Language Model Framework for Disease Prediction ASEM: Enhancing empathy in chatbot through attention-based sentiment and emotion modeling,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:38:30.134291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d8262259-ac32-441b-a066-01ecf71f509c · outbound

This paper cites Ensemble of ELECTRA for profiling fake news spreaders,.

An Ensemble Classification Approach in A Multi-Layered Large Language Model Framework for Disease Prediction Ensemble of ELECTRA for profiling fake news spreaders,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:38:29.858785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ba23388c-fa40-4858-bb9e-14d6907b1df7 · outbound

This paper cites BART-TL: Weakly-supervised topic label generation,.

An Ensemble Classification Approach in A Multi-Layered Large Language Model Framework for Disease Prediction BART-TL: Weakly-supervised topic label generation,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:38:29.554281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 63772bba-1d15-4032-8cac-f6991c48d370 · outbound

This paper cites Using BERT and BART for query suggestion,.

An Ensemble Classification Approach in A Multi-Layered Large Language Model Framework for Disease Prediction Using BERT and BART for query suggestion,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:38:29.256259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6d4d9546-eb93-4d65-9ace-a27839ceaa2e · outbound

This paper cites BART for knowledge grounded conversations,.

An Ensemble Classification Approach in A Multi-Layered Large Language Model Framework for Disease Prediction BART for knowledge grounded conversations,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:38:28.954472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 25304f1e-7a58-4167-8c50-0fa5e0b04351 · outbound

This paper cites LMRPA: Large language model-driven efficient robotic process automation for OCR,.

An Ensemble Classification Approach in A Multi-Layered Large Language Model Framework for Disease Prediction LMRPA: Large language model-driven efficient robotic process automation for OCR,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:38:28.728869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e0b4fc39-5884-42e9-90cd-1727a38abb3f · outbound

This paper cites LLM-SEM: A sentiment- based student engagement metric using LLMs for e-learning platforms,.

An Ensemble Classification Approach in A Multi-Layered Large Language Model Framework for Disease Prediction LLM-SEM: A sentiment- based student engagement metric using LLMs for e-learning platforms,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:38:28.570930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 76c7f6c7-ca1a-48a7-8721-dbced2a75df5 · outbound

This paper cites A Multi-Layered Large Language Model Framework for Disease Prediction.

An Ensemble Classification Approach in A Multi-Layered Large Language Model Framework for Disease Prediction A Multi-Layered Large Language Model Framework for Disease Prediction

Reference 22

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3b338982-00ca-4fb3-af7e-9489096ab239 · outbound

This paper cites BERT: Pre-training of deep bidirectional transformers for language understanding,.

An Ensemble Classification Approach in A Multi-Layered Large Language Model Framework for Disease Prediction BERT: Pre-training of deep bidirectional transformers for language understanding,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:38:28.395932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 64292aa6-b2e0-4510-a1b3-db185c32cb97 · outbound

This paper cites Contextual se- mantic embeddings based on transformer models for Arabic biomedical questions classification,.

An Ensemble Classification Approach in A Multi-Layered Large Language Model Framework for Disease Prediction Contextual se- mantic embeddings based on transformer models for Arabic biomedical questions classification,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:38:28.215852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 24789b13-d701-4143-b8c8-9315027fab08 · outbound

This paper cites StEduCov: An explored and benchmarked dataset on stance detection in tweets towards online education during COVID-19 pandemic,.

An Ensemble Classification Approach in A Multi-Layered Large Language Model Framework for Disease Prediction StEduCov: An explored and benchmarked dataset on stance detection in tweets towards online education during COVID-19 pandemic,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:38:27.918113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b35c874c-c807-4e9a-9fb4-43c57063d090 · outbound

This paper cites CLASEG: Advanced multi- classification and segmentation for differential diagnosis of oral lesions using deep learning,.

An Ensemble Classification Approach in A Multi-Layered Large Language Model Framework for Disease Prediction CLASEG: Advanced multi- classification and segmentation for differential diagnosis of oral lesions using deep learning,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:38:27.597618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 19115bc0-23a0-4c60-bbab-c76bc7f76633 · outbound

This paper cites Arabic large language models for medical text generation,.

An Ensemble Classification Approach in A Multi-Layered Large Language Model Framework for Disease Prediction Arabic large language models for medical text generation,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:38:27.366778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 47864491-fce3-42b7-9480-b4cd7de37b27 · outbound

This paper cites GloVe: Global vectors for word representation,.

An Ensemble Classification Approach in A Multi-Layered Large Language Model Framework for Disease Prediction GloVe: Global vectors for word representation,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:38:27.165182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f69cb11b-17e9-4abd-aadf-007e179b02ee · outbound

This paper cites AraBERT: Transformer-based model for Arabic language understanding,.

An Ensemble Classification Approach in A Multi-Layered Large Language Model Framework for Disease Prediction AraBERT: Transformer-based model for Arabic language understanding,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:38:26.872303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation dc907de7-9b62-4d02-b3eb-7f8af990cf9d · outbound

This paper cites EDA: Easy data augmentation techniques for boosting performance on text classification tasks,.

An Ensemble Classification Approach in A Multi-Layered Large Language Model Framework for Disease Prediction EDA: Easy data augmentation techniques for boosting performance on text classification tasks,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:38:26.641811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Pith citing papers

No inbound Pith citation observations are available.