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Paper Citation Record · LEDGER

A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation

As of 20 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 8 inbound Pith citation observations for arXiv:2411.12157.

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

pith.paper-citation-record.v1
2411.12157 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T17:55:20.934513Z

measured 32 of 32 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T11:03:15.127030Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-11T05:38:38.069872Z

Reference resolution

24 of 24 outbound references displayed

  • verified exact0
  • verified fuzzy7
  • unresolved17
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation adeb0a9a-9952-4a9c-a773-322880609f11 · outbound

This paper cites Thought2Text: Text Generation from EEG Signal using Large Language Models (LLMs),.

A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation Thought2Text: Text Generation from EEG Signal using Large Language Models (LLMs),

Reference 1

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source=pdf_text observed=2026-08-12T17:55:20.826601Z digest=sha256:b99ac88d00dea7fc7009e26938af97558601442fe10517764cc15b3e7cead14c

Observation fbb3894c-c761-48dc-84f6-c42b8990f027 · outbound

This paper cites Adversarial Neural Networks in Medical Imaging Advancements and Challenges in Semantic Segmentation.

A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation Adversarial Neural Networks in Medical Imaging Advancements and Challenges in Semantic Segmentation

Reference 2

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source=pdf_text observed=2026-08-12T17:55:20.832421Z digest=sha256:a6a48082d05ced138f5b5451cc51ce8553e443fb1579dc958b94fd2135b94b65

Observation 6771078b-39ae-4ff3-8bc5-3dd731f6ea08 · outbound

This paper cites Improving AutoML for LLMs via Knowledge-Based Meta-Learning,.

A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation Improving AutoML for LLMs via Knowledge-Based Meta-Learning,

Reference 3

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raw_fallback, observed 2026-08-12T17:55:21.446129Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T17:55:20.837497Z digest=sha256:b91edbfba1e77f9d0f8ee886f2411d5adc2f0f773c798a5212956d4056e542bf

Observation 68e65857-fe9d-4126-89fd-ee0d06914841 · outbound

This paper cites Emotion-Aware Interaction Design in Intelligent User Interface Using Multi-Modal Deep Learning.

A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation Emotion-Aware Interaction Design in Intelligent User Interface Using Multi-Modal Deep Learning

Reference 4

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source=pdf_text observed=2026-08-12T17:55:20.842454Z digest=sha256:aa179ec89473f0db8ab435f32283f4e8293aad4a6723a7f559ade2607ba86735

Observation 0a4aa4e4-b494-41b5-a36f-443e2e42b46c · outbound

This paper cites Financial Risk Analysis Using Integrated Data and Transformer-Based Deep Learning.

A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation Financial Risk Analysis Using Integrated Data and Transformer-Based Deep Learning

Reference 5

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raw_fallback, observed 2026-08-12T17:55:21.429313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T17:55:20.847954Z digest=sha256:5719cdfa10a1d706be595c29fb7df1987d15a6e240bdfc693444d4f7301bc995

Observation f16b0962-5c0e-48d4-bae2-16fa77fe3e4b · outbound

This paper cites Predicting Liquidity Coverage Ratio with Gated Recurrent Units: A Deep Learning Model for Risk Management.

A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation Predicting Liquidity Coverage Ratio with Gated Recurrent Units: A Deep Learning Model for Risk Management

Reference 6

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source=pdf_text observed=2026-08-12T17:55:20.852458Z digest=sha256:d30c24f4964627e89b3f1afddd07ff6d14608b8948c3115ce6105c28d4c0c53f

Observation d5c04e35-31bc-4105-a38f-467014e20170 · outbound

This paper cites Deep Learning with HM-VGG: AI Strategies for Multi-modal Image Analysis.

A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation Deep Learning with HM-VGG: AI Strategies for Multi-modal Image Analysis

Reference 7

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source=pdf_text observed=2026-08-12T17:55:20.857605Z digest=sha256:7568fb2188057f0f4492d46c8a64a54c3930659c3c72ed44e88e4f9b71812fdc

Observation 2128ca6b-a6ca-4419-a21c-d205c0ec2bf2 · outbound

This paper cites Medical Image Segmentation with Bilateral Spatial Attention and Transfer Learning.

A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation Medical Image Segmentation with Bilateral Spatial Attention and Transfer Learning

Reference 8

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raw_fallback, observed 2026-08-12T17:55:21.413719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T17:55:20.861920Z digest=sha256:92af3f96280f34715d436681d18df5bed18e9b61356c3fa754a932d174048cb9

Observation f79acf9d-6a98-4291-8d29-fec30722f3fa · outbound

This paper cites Optimizing YOLOv5s Object Detection through Knowledge Distillation algorithm.

A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation Optimizing YOLOv5s Object Detection through Knowledge Distillation algorithm

Reference 9

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source=pdf_text observed=2026-08-12T17:55:20.866365Z digest=sha256:66eaa21b8e3997794eb41f5768af768ed47aa0d38d4ad3b5424407c045b95f1e

Observation 8d026d08-aa54-411e-9711-ee360c330306 · outbound

This paper cites Research on Intelligent System of Medical Image Recognition and Disease Diagnosis Based on Big Data.

A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation Research on Intelligent System of Medical Image Recognition and Disease Diagnosis Based on Big Data

Reference 10

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T17:55:20.870463Z digest=sha256:2c08c0f0b7e419de3128c39b0c5b4aaa7a76fe4a5b7d0aa6e34de8fb994437e4

Observation 8be1b810-02f0-447c-8a8f-f46c106f239a · outbound

This paper cites Applying Hybrid Graph Neural Networks to Strengthen Credit Risk Analysis.

A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation Applying Hybrid Graph Neural Networks to Strengthen Credit Risk Analysis

Reference 11

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source=pdf_text observed=2026-08-12T17:55:20.874631Z digest=sha256:6ad7911627697c81be52711f91eb5aed73fe351a833ebd0c66709508c9236dad

Observation a5d92255-aa36-4572-b43f-e1ea78551128 · outbound

This paper cites Balancing Innovation and Privacy: Data Security Strategies in Natural Language Processing Applications.

A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation Balancing Innovation and Privacy: Data Security Strategies in Natural Language Processing Applications

Reference 12

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source=pdf_text observed=2026-08-12T17:55:20.879173Z digest=sha256:d1b5a1e73a84f649201eaa5d481968efb5dbe63349a7a94905139582daf83f56

Observation a949828b-90e5-47fd-859d-ed557e2963b8 · outbound

This paper cites Survival prediction across diverse cancer types using neural networks.

A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation Survival prediction across diverse cancer types using neural networks

Reference 13

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source=pdf_text observed=2026-08-12T17:55:20.883555Z digest=sha256:dfd67b89ee33b70c9e3207ef06efe9e806f0156542493aaf4bdbaec572f4b7f7

Observation 2638ce6d-2ef8-4524-a389-f1a1b577c884 · outbound

This paper cites Transformers in Opinion Mining: Addressing Semantic Complexity and Model Challenges in NLP,.

A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation Transformers in Opinion Mining: Addressing Semantic Complexity and Model Challenges in NLP,

Reference 14

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source=pdf_text observed=2026-08-12T17:55:20.888022Z digest=sha256:f07cdff0bf2ae18cfd684490c5d444ad13a06012ca52c264acca8efa798eaf08

Observation fab398e1-0327-4d49-ac92-c89d4941f582 · outbound

This paper cites Deep Learning for Medical Text Processing: BERT Model Fine-Tuning and Comparative Study.

A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation Deep Learning for Medical Text Processing: BERT Model Fine-Tuning and Comparative Study

Reference 15

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source=pdf_text observed=2026-08-12T17:55:20.892715Z digest=sha256:5f7b9231e51e6d5a98c566465a102d67d9c976162d99368fd35655db01ffc508

Observation 402154be-8de9-4b30-8f82-e2510428a050 · outbound

This paper cites Self-Supervised Graph Neural Networks for Enhanced Feature Extraction in Heterogeneous Information Networks.

A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation Self-Supervised Graph Neural Networks for Enhanced Feature Extraction in Heterogeneous Information Networks

Reference 16

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source=pdf_text observed=2026-08-12T17:55:20.897215Z digest=sha256:c83d554d235bf303944edda9acbb547d92c2cce72d612fd39183c843190010a8

Observation c3d496e4-1776-42e9-8659-86f5591d759e · outbound

This paper cites A Recommendation Model Utilizing Separation Embedding and Self-Attention for Feature Mining.

A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation A Recommendation Model Utilizing Separation Embedding and Self-Attention for Feature Mining

Reference 17

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source=pdf_text observed=2026-08-12T17:55:20.901732Z digest=sha256:9b759203d3946ff7ab27c79b4961aecaf66fa4158f610e561eae82a6b78b0618

Observation 8974bf5d-0545-40ae-827b-d104b15c6fec · outbound

This paper cites Efficient and Aesthetic UI Design with a Deep Learning-Based Interface Generation Tree Algorithm.

A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation Efficient and Aesthetic UI Design with a Deep Learning-Based Interface Generation Tree Algorithm

Reference 18

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source=pdf_text observed=2026-08-12T17:55:20.906325Z digest=sha256:a834670eb117aa9f450a3cc0cff05a965b898f8e5cbe1ada31ca6055f20ab93b

Observation c605ffed-beb3-47ec-8ec8-0361341a9e2c · outbound

This paper cites Transforming Multidimensional Time Series into Interpretable Event Sequences for Advanced Data Mining.

A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation Transforming Multidimensional Time Series into Interpretable Event Sequences for Advanced Data Mining

Reference 19

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source=pdf_text observed=2026-08-12T17:55:20.910721Z digest=sha256:7d55a935b06fcb0cdd0b87323bd7f65cf919b1b5a76c09c7945e026d2715761e

Observation 69199d38-8e1f-46e8-a0e3-9ae257f3df34 · outbound

This paper cites Reinforcement Learning for Adaptive Resource Scheduling in Complex System Environments.

A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation Reinforcement Learning for Adaptive Resource Scheduling in Complex System Environments

Reference 20

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source=pdf_text observed=2026-08-12T17:55:20.915476Z digest=sha256:35e5cbaa918b97710aa5a23625c0d6b238324968ee4d435da55d7516a01b4f3d

Observation 6186fa86-658a-4b77-afff-37dfd12b2872 · outbound

This paper cites Metric Learning for Tag Recommendation: Tackling Data Sparsity and Cold Start Issues.

A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation Metric Learning for Tag Recommendation: Tackling Data Sparsity and Cold Start Issues

Reference 21

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source=pdf_text observed=2026-08-12T17:55:20.920236Z digest=sha256:c1b14f3dca7b51b3a8fad3997992d5eac551d031decc10d1c7f49e3bbd71e7ee

Observation 3bd6fc0b-80c5-47f8-957c-4443c289c2c6 · outbound

This paper cites Leveraging Deep Learning Techniques for Enhanced Analysis of Medical Textual Data,.

A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation Leveraging Deep Learning Techniques for Enhanced Analysis of Medical Textual Data,

Reference 22

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raw_fallback, observed 2026-08-12T17:55:21.363169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T17:55:20.925026Z digest=sha256:5169fd8b580fc1d2b1a7bc30fbdffe7ff568e8f23f575927027701b8993a553e

Observation 6e13126e-2f6e-4127-82a2-6c99a1926731 · outbound

This paper cites Investigation of creating accessibility linked data based on publicly available accessibility datasets,.

A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation Investigation of creating accessibility linked data based on publicly available accessibility datasets,

Reference 23

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T17:55:20.929798Z digest=sha256:342e7f4c55b086e5cc09518a9d5578f80b1c6c6fb258c9fda5818007f75e7a66

Observation 9447f350-386d-4a09-9386-9de67af49e53 · outbound

This paper cites Comparative Analysis of Summarization Methods for Skin Care Product Reviews: A Study on BERT, BART, and T5 Models,.

A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation Comparative Analysis of Summarization Methods for Skin Care Product Reviews: A Study on BERT, BART, and T5 Models,

Reference 24

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T17:55:20.934513Z digest=sha256:c6681e3e6a04d7c569619f503c844402ae8e7f0f387bb5729f434a8dad5089ee

Pith citing papers

Observation 469a01b1-68d3-4443-b605-2313819d6f40 · inbound

Leveraging Semi-Supervised Learning to Enhance Data Mining for Image Classification under Limited Labeled Data cites this paper.

Leveraging Semi-Supervised Learning to Enhance Data Mining for Image Classification under Limited Labeled Data A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation

Reference 7

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source=pdf_text observed=2026-08-12T11:03:15.127030Z digest=sha256:ebd0ff4e30a1464971731dc165db571d7d5fa78b04aa6de64a7432320e7ccc40

Observation d4de66fa-744b-467e-9cfc-1104b66b1e74 · inbound

An Automated Data Mining Framework Using Autoencoders for Feature Extraction and Dimensionality Reduction cites this paper.

An Automated Data Mining Framework Using Autoencoders for Feature Extraction and Dimensionality Reduction A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation

Reference 11

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source=pdf_text observed=2026-08-11T23:46:09.676987Z digest=sha256:3e27606af0d7e64d7207aea2adfa9ff25f36f1aefbcc86cc0ef7d9200383c42e

Observation 7201d1e6-2e37-41a6-98fa-22d479df27cb · inbound

Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing cites this paper.

Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation

Reference 6

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source=pdf_text observed=2026-08-11T22:50:44.128565Z digest=sha256:319df7b34316b504239fa9c4f30d0f6ff33be4670880a3dedf1eb018e6b693ae

Observation fc995a51-d77c-48f4-ad84-616e11f9319b · inbound

Advanced Risk Prediction and Stability Assessment of Banks Using Time Series Transformer Models cites this paper.

Advanced Risk Prediction and Stability Assessment of Banks Using Time Series Transformer Models A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation

Reference 2

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source=pdf_text observed=2026-08-11T22:47:27.524882Z digest=sha256:73a6c7028c71542b1621ba77e9583ef476b5fe6321c60925017a8863e8cecac4

Observation d25a60be-de7e-491c-b36f-f62baf5d2393 · inbound

Accurate Medical Named Entity Recognition Through Specialized NLP Models cites this paper.

Accurate Medical Named Entity Recognition Through Specialized NLP Models A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation

Reference 9

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source=pdf_text observed=2026-08-11T18:05:02.138175Z digest=sha256:7db409b60685ef4af188ddf4a5bcddcd5bb7ad661914b4bf6e6e09f0b6e27def

Observation 3e2b25c4-786d-40fe-b7ac-826770cc1b70 · inbound

Adaptive User Interface Generation Through Reinforcement Learning: A Data-Driven Approach to Personalization and Optimization cites this paper.

Adaptive User Interface Generation Through Reinforcement Learning: A Data-Driven Approach to Personalization and Optimization A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation

Reference 13

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source=pdf_text observed=2026-08-11T10:18:14.583271Z digest=sha256:ffa69af1ddef99a804448d75cd0ca7d5584a4b3ec9df1e8fa29f8c643bb513e6

Observation 30e39831-037d-4c91-8635-2bce0cc44efa · inbound

Collaborative Optimization in Financial Data Mining Through Deep Learning and ResNeXt cites this paper.

Collaborative Optimization in Financial Data Mining Through Deep Learning and ResNeXt A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation

Reference 15

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verified exact
local_arxiv, observed 2026-08-11T05:38:38.074748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T05:38:37.630653Z digest=sha256:4c417fe1a47ae9acab9cd3ec7e9e3975bfafcb2db7f06bd0d2ec65ec7c79539f

Observation 92f5dd74-fee5-4960-8ce0-a8dad51b54ae · inbound

AI-Driven Health Monitoring of Distributed Computing Architecture: Insights from XGBoost and SHAP cites this paper.

AI-Driven Health Monitoring of Distributed Computing Architecture: Insights from XGBoost and SHAP A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation

Reference 16

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source=pdf_text observed=2026-08-11T14:55:48.082422Z digest=sha256:1b9675032e88cae90c59ae742c77aa94bac935c6684e960b47faa04bf57a57c5