Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-08T11:44:07.232715Z
Paper Citation Record · LEDGER
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating
As of 8 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 1 inbound Pith citation observation for arXiv:2502.07755.
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, observed 2026-05-18T04:33:43.179368Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-18T04:35:52.391381Z
Reference resolution
52 of 52 outbound references displayed
- verified exact2
- verified fuzzy40
- unresolved10
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 6ef30e9e-c927-4887-87b8-3382f5292665 · outbound
This paper cites an unresolved cited work.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-08-08T11:44:08.146995Z
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 8381c944-6913-4868-a310-bfb312c3790e · outbound
This paper cites This process involves translating text from English to German and subsequently re-translating it back to English, thereby generating paraphrased versions of the original data.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating This process involves translating text from English to German and subsequently re-translating it back to English, thereby generating paraphrased versions of the original data
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:08.138224Z
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 2a8cebf0-0d58-4f60-be67-a578faf295b1 · outbound
This paper cites This allows the model to generate high-quality embeddings that are crucial for downstream classification tasks.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating This allows the model to generate high-quality embeddings that are crucial for downstream classification tasks
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:08.128761Z
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 b76049e5-a202-4c8a-843f-d51911d320db · outbound
This paper cites an unresolved cited work.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating Unresolved cited work
Reference 4
- Resolution
- unresolved
- raw_fallback, observed 2026-08-08T11:44:08.118387Z
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 977da38d-678e-4f79-9b13-cf985e30ee3c · outbound
This paper cites Additionally, a comprehensive literature review is presented, summarizing key studies and methodologies in the field of medical diagnosis using NLP techniques.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating Additionally, a comprehensive literature review is presented, summarizing key studies and methodologies in the field of medical diagnosis using NLP techniques
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:08.108573Z
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 9f398628-5eeb-4a06-b4d7-5cf2083cc5e4 · outbound
This paper cites bank" near.
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:08.098086Z
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 f4af9e3d-ed6f-4ad3-b160-86ca9e9b28a8 · outbound
This paper cites Retains DeBERTa's three terms but adaptively reweights C→P via a learned gate 𝛼𝑖,𝑗.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating Retains DeBERTa's three terms but adaptively reweights C→P via a learned gate 𝛼𝑖,𝑗
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:08.087885Z
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 2bf260da-da91-40bf-820a-3bb3aca9f561 · outbound
This paper cites an unresolved cited work.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating Unresolved cited work
Reference 8
- Resolution
- unresolved
- raw_fallback, observed 2026-08-08T11:44:08.077691Z
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 099227d0-cc57-44bb-b1a7-57e7cb30d98a · outbound
This paper cites (15) with 𝑄, 𝐾, 𝑉 = 𝑊𝑄ℎ𝑐𝑜𝑚𝑏𝑖𝑛𝑒𝑑, 𝑊𝐾ℎ𝑐𝑜𝑚𝑏𝑖𝑛𝑒𝑑, 𝑊𝑉ℎ𝑐𝑜𝑚𝑏𝑖𝑛𝑒𝑑.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating (15) with 𝑄, 𝐾, 𝑉 = 𝑊𝑄ℎ𝑐𝑜𝑚𝑏𝑖𝑛𝑒𝑑, 𝑊𝐾ℎ𝑐𝑜𝑚𝑏𝑖𝑛𝑒𝑑, 𝑊𝑉ℎ𝑐𝑜𝑚𝑏𝑖𝑛𝑒𝑑
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:08.067818Z
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 048cf07f-1b6b-4a46-a151-1691fe3a8bfe · outbound
This paper cites an unresolved cited work.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating Unresolved cited work
Reference 10
- Resolution
- unresolved
- raw_fallback, observed 2026-08-08T11:44:08.058183Z
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 69309e2b-46c4-4ddb-b5ce-edca7fb0f113 · outbound
This paper cites an unresolved cited work.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-08-08T11:44:08.048432Z
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 fc959635-d3be-4e4d-8096-9dabea2ce9f7 · outbound
This paper cites an unresolved cited work.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-08-08T11:44:08.038382Z
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 b83a10f3-fff9-42c4-8e7a-40f14d83b476 · outbound
This paper cites This introduces lexical variety while preserving semantic meaning, improving the model's ability to generalize.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating This introduces lexical variety while preserving semantic meaning, improving the model's ability to generalize
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:08.028437Z
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 9f2aa1a6-cc61-452a-a4db-9aaad427026e · outbound
This paper cites an unresolved cited work.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating Unresolved cited work
Reference 14
- Resolution
- unresolved
- raw_fallback, observed 2026-08-08T11:44:08.017683Z
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 84dd37a2-a80d-4e8d-97ad-6942b2ef06f4 · outbound
This paper cites an unresolved cited work.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating Unresolved cited work
Reference 15
- Resolution
- unresolved
- raw_fallback, observed 2026-08-08T11:44:08.007322Z
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 752c4b25-66a7-4ea3-aa3a-f8fb70365dbc · outbound
This paper cites The schematic representation of the proposed method is illustrated in Figure 2.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating The schematic representation of the proposed method is illustrated in Figure 2
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:07.998153Z
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 e660eb09-083e-46ec-91d9-f7f17fe161e7 · outbound
This paper cites fever for 5 days.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating fever for 5 days
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:07.989079Z
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 32543dbb-6da0-4afc-a6ad-64bf1f6d9376 · outbound
This paper cites Our innovative approach combines Back -Translation techniques, an enhanced version of DeBERTa featuring DCPG , and an ABFNN.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating Our innovative approach combines Back -Translation techniques, an enhanced version of DeBERTa featuring DCPG , and an ABFNN
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:07.980283Z
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 c1cfbf7c-a141-43e0-9f95-892ab72ae781 · outbound
This paper cites A systematic review of natural language processing in healthcare,.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating A systematic review of natural language processing in healthcare,
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:07.970774Z
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 184b095b-8d8b-4b7e-abfa-8c9dc9e824d6 · outbound
This paper cites Desiderata for delivering NLP to accelerate healthcare AI advancement and a Mayo Clinic NLP-as-a-service implementation,.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating Desiderata for delivering NLP to accelerate healthcare AI advancement and a Mayo Clinic NLP-as-a-service implementation,
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:07.960308Z
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 6d647052-42cd-4acb-8874-6e48d2939b15 · outbound
This paper cites Deep learning techniques on text classification using Natural language processing (NLP) in social healthcare network: A comprehensive survey,.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating Deep learning techniques on text classification using Natural language processing (NLP) in social healthcare network: A comprehensive survey,
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:07.950445Z
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 0c3b6751-6289-4b0c-ac90-76de9e647df7 · outbound
This paper cites Attention is all you need,.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating Attention is all you need,
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:07.940250Z
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 7f207a2b-5bd7-4e58-8b2a-d23e2e5f2262 · outbound
This paper cites Comparison of DEEP- LSTM and MLP Models in Estimation of Evaporation Pan for Arid Regions.,.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating Comparison of DEEP- LSTM and MLP Models in Estimation of Evaporation Pan for Arid Regions.,
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:07.930490Z
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 23272efa-0e06-4e15-8eeb-811b216a7e8a · outbound
This paper cites Predicting clinical diagnosis from patients electronic health records using BERT-based neural networks,.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating Predicting clinical diagnosis from patients electronic health records using BERT-based neural networks,
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:07.920475Z
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 c5506a40-04a3-4ce8-b8a9-f011efcbf6cc · outbound
This paper cites Entity-enhanced BERT for medical specialty prediction based on clinical questionnaire data,.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating Entity-enhanced BERT for medical specialty prediction based on clinical questionnaire data,
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:07.909309Z
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 0713f657-1bb6-464c-ba95-39f73edcabbc · outbound
This paper cites GPT-4 assistance for improvement of physician performance on patient care tasks: a randomized controlled trial,.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating GPT-4 assistance for improvement of physician performance on patient care tasks: a randomized controlled trial,
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:07.888571Z
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 cf8461bc-d021-4b67-82b4-aef1e225d40e · outbound
This paper cites Auggpt: Leveraging chatgpt for text data augmentation,.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating Auggpt: Leveraging chatgpt for text data augmentation,
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:07.874925Z
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 98b916c2-b45e-44bb-900b-22687d43f20e · outbound
This paper cites Diffusion data augmentation for enhancing Norberg hip angle estimation,.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating Diffusion data augmentation for enhancing Norberg hip angle estimation,
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:07.864579Z
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 af795e82-117e-489b-9548-9c09c3312bef · outbound
This paper cites Optimizing classification of diseases through language model analysis of symptoms,.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating Optimizing classification of diseases through language model analysis of symptoms,
Reference 29
- Resolution
- verified exact
- doi, observed 2026-08-08T11:44:07.349162Z
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 917e723c-3988-4973-b75a-6303eb5027cb · outbound
This paper cites Advancements in AI-Driven Customer Service,.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating Advancements in AI-Driven Customer Service,
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:07.853728Z
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 790cc63c-f6bf-48c0-bdf4-6a38fde16dab · outbound
This paper cites A machine learning-based prediction of hospital mortality in mechanically ventilated ICU patients,.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating A machine learning-based prediction of hospital mortality in mechanically ventilated ICU patients,
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:07.841187Z
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 9667f76d-0b84-4c3f-9d0b-a3959f0fe8cc · outbound
This paper cites A Multi-Sensor Integrated with Augmented Reality System for Precise Nursing Education and Analysis,.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating A Multi-Sensor Integrated with Augmented Reality System for Precise Nursing Education and Analysis,
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:07.831174Z
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 c3920fe3-f12a-49ed-b010-2af9dcf7b3e8 · outbound
This paper cites COMPARISON OF SEVERAL MACHINE LEARNING METHODS IN CREDIT CARD DEFAULT CLASSIFICATION,.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating COMPARISON OF SEVERAL MACHINE LEARNING METHODS IN CREDIT CARD DEFAULT CLASSIFICATION,
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:07.820148Z
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 7e1e761c-203d-4b5d-9556-f240bd17bb3b · outbound
This paper cites Exploring Eye Tracking to Detect Cognitive Load in Complex Virtual Reality Training,.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating Exploring Eye Tracking to Detect Cognitive Load in Complex Virtual Reality Training,
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T11:44:07.052941Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c9d296c9-35ea-4b83-a102-1974eee2a767 · outbound
This paper cites Safe Navigation in Unmapped Environments for Robotic Systems with Input Constraints.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating Safe Navigation in Unmapped Environments for Robotic Systems with Input Constraints
Reference 35
- Resolution
- verified exact
- local_arxiv, observed 2026-08-08T11:44:07.374691Z
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 fe859f26-c951-4379-9a30-e13ecceefe05 · outbound
This paper cites Evaluation of LLM-based chatbots for OSINT- based Cyber Threat Awareness,.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating Evaluation of LLM-based chatbots for OSINT- based Cyber Threat Awareness,
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:07.809779Z
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 70a0f2c8-b90c-4973-802a-029a83883be8 · outbound
This paper cites Mri brain cancer image detection: Application of an integrated u-net and resnet50 architecture,.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating Mri brain cancer image detection: Application of an integrated u-net and resnet50 architecture,
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:07.799289Z
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 68ad7ae9-9e26-4004-a8e7-b33920f5364f · outbound
This paper cites From Natural Language to SQL: Review of LLM-based Text-to-SQL Systems.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating From Natural Language to SQL: Review of LLM-based Text-to-SQL Systems
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T11:44:07.068173Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c0059da-c08c-4866-ba04-04a4407e753f · outbound
This paper cites Transportation mode detection through spatial attention-based transductive long short-term memory and off- policy feature selection,.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating Transportation mode detection through spatial attention-based transductive long short-term memory and off- policy feature selection,
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:07.787898Z
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 c41260a4-41e7-40f6-b6fe-09f6f82a5e19 · outbound
This paper cites Comparative analysis of diabetes diagnosis: WE-LSTM networks and WizardLM-powered DiabeTalk chatbot,.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating Comparative analysis of diabetes diagnosis: WE-LSTM networks and WizardLM-powered DiabeTalk chatbot,
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:07.758555Z
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 7be074fd-5fd2-474c-a2b7-7b45a56c09b6 · outbound
This paper cites Graph attention-based curriculum learning for mental healthcare classification,.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating Graph attention-based curriculum learning for mental healthcare classification,
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:07.739149Z
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 51ea2ffa-6e16-4db5-bae3-4e71577007a7 · outbound
This paper cites Predicting medical specialty from text based on a domain-specific pre-trained BERT,.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating Predicting medical specialty from text based on a domain-specific pre-trained BERT,
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:07.699641Z
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 d32239ff-b62e-452c-9b8d-5e1f0028abf2 · outbound
This paper cites Using the contextual language model BERT for multi-criteria classification of scientific articles,.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating Using the contextual language model BERT for multi-criteria classification of scientific articles,
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:07.652335Z
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 d78ab80f-b945-4ec3-a8e9-f9078677bdb6 · outbound
This paper cites A role distinguishing Bert model for medical dialogue system in sustainable smart city,.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating A role distinguishing Bert model for medical dialogue system in sustainable smart city,
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:07.635605Z
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 704b3ca4-7f28-4eec-8c7b-7a88effff400 · outbound
This paper cites Automatic symptoms identification from a massive volume of unstructured medical consultations using deep neural and BERT models,.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating Automatic symptoms identification from a massive volume of unstructured medical consultations using deep neural and BERT models,
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:07.580648Z
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 df265a1f-4d8f-41cc-b621-234a1756d48f · outbound
This paper cites Biomedical Natural Language Inference on Clinical trials using the BERT-based Models,.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating Biomedical Natural Language Inference on Clinical trials using the BERT-based Models,
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:07.558370Z
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 4103ce6a-afd4-4d64-b192-2a1dc4820c36 · outbound
This paper cites DeBERTa-BiLSTM: A multi-label classification model of Arabic medical questions using pre-trained models and deep learning,.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating DeBERTa-BiLSTM: A multi-label classification model of Arabic medical questions using pre-trained models and deep learning,
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:07.546402Z
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 66f2dd06-03d4-444b-bc90-2f404f233ae7 · outbound
This paper cites Role of natural language processing in automatic detection of unexpected findings in radiology reports: a comparative study of RoBERTa, CNN, and ChatGPT,.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating Role of natural language processing in automatic detection of unexpected findings in radiology reports: a comparative study of RoBERTa, CNN, and ChatGPT,
Reference 48
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:07.532324Z
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 f0fba25e-462e-45d4-8c72-c50de1f38c11 · outbound
This paper cites A cross attention approach to diagnostic explainability using clinical practice guidelines for depression,.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating A cross attention approach to diagnostic explainability using clinical practice guidelines for depression,
Reference 49
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:07.519746Z
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 27257ba0-8172-4b92-95ea-26d3696ca279 · outbound
This paper cites Automatic Medical Report Generation Based on Detector Attention Module and GPT-Based Word LSTM,.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating Automatic Medical Report Generation Based on Detector Attention Module and GPT-Based Word LSTM,
Reference 50
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:07.508700Z
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 06714b24-e5ec-4302-9de8-97887144429f · outbound
This paper cites Grammatical versus Spelling Error Correction: An Investigation into the Responsiveness of Transformer-Based Language Models Using BART and MarianMT,.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating Grammatical versus Spelling Error Correction: An Investigation into the Responsiveness of Transformer-Based Language Models Using BART and MarianMT,
Reference 51
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:07.497853Z
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 68f280ea-067c-45fc-9c6f-7a8910435fda · outbound
This paper cites Comparative Analysis of Neural Translation Models based on Transformers Architecture.,.
An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating Comparative Analysis of Neural Translation Models based on Transformers Architecture.,
Reference 52
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T11:44:07.485279Z
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
Observation 777a63a6-3a60-4b62-b91b-9fda909b12ac · inbound
CLIN-LLM: A Safety-Constrained Hybrid Framework for Clinical Diagnosis and Treatment Generation cites this paper.
CLIN-LLM: A Safety-Constrained Hybrid Framework for Clinical Diagnosis and Treatment Generation An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating
Reference 37
- Resolution
- verified exact
- arxiv_id, observed 2026-05-18T04:35:52.395100Z
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.