Paper Citation Record · LEDGER

Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models

As of 23 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 5 inbound Pith citation observations for arXiv:2412.06249.

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

pith.paper-citation-record.v1
2412.06249 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T19:54:34.594820Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T11:18:31.318572Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-10T23:26:40.138172Z

Reference resolution

25 of 25 outbound references displayed

verified exact1
verified fuzzy8
unresolved16
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1f8d0bcf-e9f9-4565-936f-574cfd11158b · outbound

This paper cites Large Language Model as a Universal Clinical Multi-task Decoder.

Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models Large Language Model as a Universal Clinical Multi-task Decoder

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-11T19:54:34.769879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation fc3ef011-c352-4a22-b82a-6d5511cf09a2 · outbound

This paper cites Enhancing Recommendation Systems with Multi-Modal Transformers in Cross-Domain Scenarios.

Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models Enhancing Recommendation Systems with Multi-Modal Transformers in Cross-Domain Scenarios

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:54:34.905466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f56c30c1-abdb-49b5-a0c7-577b186d4bf1 · outbound

This paper cites Self-Supervised Learning in Deep Networks: A Pathway to Robust Few-Shot Classification.

Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models Self-Supervised Learning in Deep Networks: A Pathway to Robust Few-Shot Classification

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T19:54:34.505571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca185922-211c-41fe-a56f-876ed81f5338 · outbound

This paper cites Unsupervised question-retrieval approach based on topic keywords filtering and multi-task learning,.

Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models Unsupervised question-retrieval approach based on topic keywords filtering and multi-task learning,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:54:34.894123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation dd0ad18f-475a-4828-9ca9-48e81f0dc65e · outbound

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

Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models Deep Learning for Medical Text Processing: BERT Model Fine-Tuning and Comparative Study

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T19:54:34.513974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c11d4fee-5af3-4316-ab25-8565fb1701b4 · outbound

This paper cites Harnessing LLMs for API Interactions: A Framework for Classification and Synthetic Data Generation.

Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models Harnessing LLMs for API Interactions: A Framework for Classification and Synthetic Data Generation

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T19:54:34.518126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 690ac32d-48d5-4ae6-8758-4de4743ad5a5 · outbound

This paper cites Analyze the Impact of the Epidemic on New York Taxis by Machine Learning Algorithms and Recommendations for Optimal Prediction Algorithms,.

Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models Analyze the Impact of the Epidemic on New York Taxis by Machine Learning Algorithms and Recommendations for Optimal Prediction Algorithms,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T19:54:34.522403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de873121-b430-492d-ba44-cb9cc6f7a5cb · outbound

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

Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models Metric Learning for Tag Recommendation: Tackling Data Sparsity and Cold Start Issues

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T19:54:34.525940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46b0863d-1467-455c-a126-ed852541e179 · outbound

This paper cites Scaling-up Medical Vision-and- Language Representation Learning with Federated Learning,.

Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models Scaling-up Medical Vision-and- Language Representation Learning with Federated Learning,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T19:54:34.529782Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5d40200-1640-4feb-b855-7b1b09fd4f07 · outbound

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

Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models Leveraging Deep Learning Techniques for Enhanced Analysis of Medical Textual Data

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:54:34.867124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 99e826e0-94c2-44d0-8f1d-943368e0bcfd · outbound

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

Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models Deep Learning with HM-VGG: AI Strategies for Multi-modal Image Analysis

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T19:54:34.537574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 933d6d0d-3685-4348-a991-9f001c11329a · outbound

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

Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models Survival prediction across diverse cancer types using neural networks

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T19:54:34.541937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58c0558e-3306-4b7d-a94c-dcb38bc82888 · outbound

This paper cites Optimizing Gesture Recognition for Seamless UI Interaction Using Convolutional Neural Networks.

Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models Optimizing Gesture Recognition for Seamless UI Interaction Using Convolutional Neural Networks

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T19:54:34.546307Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efa39af7-6918-407a-9677-f2ba5abc1ecb · outbound

This paper cites LoRA-LiteE: A Computationally Efficient Framework for Chatbot Preference-Tuning.

Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models LoRA-LiteE: A Computationally Efficient Framework for Chatbot Preference-Tuning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T19:54:34.550318Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7cff2c22-edfa-4e6d-914b-109cde5ecc46 · outbound

This paper cites Enhancing Few-Shot Learning with Integrated Data and GAN Model Approaches.

Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models Enhancing Few-Shot Learning with Integrated Data and GAN Model Approaches

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T19:54:34.554486Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6012530-4903-4e78-a65f-027726b328ef · outbound

This paper cites Graph Neural Network-Based Entity Extraction and Relationship Reasoning in Complex Knowledge Graphs.

Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models Graph Neural Network-Based Entity Extraction and Relationship Reasoning in Complex Knowledge Graphs

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T19:54:34.559159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d51312d0-cb64-4afd-bf12-20fad4f864b6 · outbound

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

Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models Self- Supervised Graph Neural Networks for Enhanced Feature Extraction in Heterogeneous Information Networks,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T19:54:34.563490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bdfd542e-f055-4700-b40b-e929b3d996b5 · outbound

This paper cites A Self-training Framework for Automated Medical Report Generation,.

Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models A Self-training Framework for Automated Medical Report Generation,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:54:34.834090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation ed4509ae-d7fe-4ce6-b4fe-800be6030108 · outbound

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

Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models Emotion-Aware Interaction Design in Intelligent User Interface Using Multi-Modal Deep Learning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T19:54:34.571273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a477342e-7dd8-492a-99c1-c6faa1ff1572 · outbound

This paper cites Adaptive Cache Management for Complex Storage Systems Using CNN-LSTM-Based Spatiotemporal Prediction.

Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models Adaptive Cache Management for Complex Storage Systems Using CNN-LSTM-Based Spatiotemporal Prediction

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T19:54:34.575752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 662702ed-21fb-45e2-8be9-6cbd2986bd5c · outbound

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

Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models Financial Risk Analysis Using Integrated Data and Transformer-Based Deep Learning,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:54:34.821225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 95530acb-d339-4ef5-b49d-e32dd9e3dd81 · outbound

This paper cites Effective design space exploration of gradient nanostructured materials using active learning based surrogate models,.

Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models Effective design space exploration of gradient nanostructured materials using active learning based surrogate models,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:54:34.809281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 0b5d0eb4-3c85-491a-8fdb-bdaf1d94581b · outbound

This paper cites GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding,.

Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:54:34.796154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 7d10d71b-867b-441c-961e-13b65e435d5f · outbound

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

Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models Transforming Multidimensional Time Series into Interpretable Event Sequences for Advanced Data Mining

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T19:54:34.589924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa668eae-87f5-4261-bf50-574e18835fc0 · outbound

This paper cites Integration of Relation Filtering and Multi-Task Learning in GlobalPointer for Entity and Relation Extraction,.

Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models Integration of Relation Filtering and Multi-Task Learning in GlobalPointer for Entity and Relation Extraction,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:54:34.783271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Pith citing papers

Observation 673d7168-69bf-4b07-93d1-9127fb59862b · inbound

Machine Learning Techniques for Pattern Recognition in High-Dimensional Data Mining cites this paper.

Machine Learning Techniques for Pattern Recognition in High-Dimensional Data Mining Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T11:18:31.318572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 094c24d3-8fa7-4fe4-bad0-b65108400239 · inbound

Dynamic Scheduling Strategies for Resource Optimization in Computing Environments cites this paper.

Dynamic Scheduling Strategies for Resource Optimization in Computing Environments Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T05:40:19.781886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca8cf102-d961-48ff-9705-f3361e3f90f7 · inbound

Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer cites this paper.

Computer Vision-Driven Gesture Recognition: Toward Natural and Intuitive Human-Computer Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T04:50:46.885286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64556f6e-1148-41f3-84a7-d4a2db550347 · inbound

A Matrix Logic Approach to Efficient Frequent Itemset Discovery in Large Data Sets cites this paper.

A Matrix Logic Approach to Efficient Frequent Itemset Discovery in Large Data Sets Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T00:39:35.531977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b9b9d2a-9259-4656-b78c-6ec6f0823d71 · inbound

Deep Learning in Image Classification: Evaluating VGG19's Performance on Complex Visual Data cites this paper.

Deep Learning in Image Classification: Evaluating VGG19's Performance on Complex Visual Data Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-08-10T23:26:40.144071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.