Cover Image

SEMFED: Semantic-Aware Resource-Efficient Federated Learning for Heterogeneous NLP Tasks

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Hussain, Sajid, Sohail, Muhammad, Khan, Nauman Ali
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Artificial Intelligence Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Progressive Size-Adaptive Federated Learning: A Comprehensive Framework for Heterogeneous Multi-Modal Data Systems
by: Hussain, Sajid, et al.
Published: (2025)

QA-HFL: Quality-Aware Hierarchical Federated Learning for Resource-Constrained Mobile Devices with Heterogeneous Image Quality
by: Hussain, Sajid, et al.
Published: (2025)

Federated Learning with Layer Skipping: Efficient Training of Large Language Models for Healthcare NLP
by: Zhang, Lihong, et al.
Published: (2025)

HOP to the Next Tasks and Domains for Continual Learning in NLP
by: Michieli, Umberto, et al.
Published: (2024)

Enhancing Construction Worker Safety in Extreme Heat: A Machine Learning Approach Utilizing Wearable Technology for Predictive Health Analytics
by: Ullah, Syed Sajid, et al.
Published: (2026)

EvalxNLP: A Framework for Benchmarking Post-Hoc Explainability Methods on NLP Models
by: Dhaini, Mahdi, et al.
Published: (2025)

Grammar-Constrained Decoding for Structured NLP Tasks without Finetuning
by: Geng, Saibo, et al.
Published: (2023)

Planner and Executor: Collaboration between Discrete Diffusion And Autoregressive Models in Reasoning
by: Berrayana, Lina, et al.
Published: (2025)

Multilingual Prompt Engineering in Large Language Models: A Survey Across NLP Tasks
by: Vatsal, Shubham, et al.
Published: (2025)

Sem-DPO: Mitigating Semantic Inconsistency in Preference Optimization for Prompt Engineering
by: Mohamed, Anas, et al.
Published: (2025)

Negation Blindness in Large Language Models: Unveiling the NO Syndrome in Image Generation
by: Nadeem, Mohammad, et al.
Published: (2024)

VNLP: Turkish NLP Package
by: Turker, Meliksah, et al.
Published: (2024)

ScaLearn: Simple and Highly Parameter-Efficient Task Transfer by Learning to Scale
by: Frohmann, Markus, et al.
Published: (2023)

Power Transformer Health Index and Life Span Assessment: A Comprehensive Review of Conventional and Machine Learning based Approaches
by: Zahra, Syeda Tahreem, et al.
Published: (2025)

Improving Academic Skills Assessment with NLP and Ensemble Learning
by: Huang, Xinyi, et al.
Published: (2024)

SentenceKV: Efficient LLM Inference via Sentence-Level Semantic KV Caching
by: Zhu, Yuxuan, et al.
Published: (2025)

Textless NLP -- Zero Resource Challenge with Low Resource Compute
by: Ramadass, Krithiga, et al.
Published: (2024)

FedMentor: Domain-Aware Differential Privacy for Heterogeneous Federated LLMs in Mental Health
by: Sarwar, Nobin, et al.
Published: (2025)

Indian Legal NLP Benchmarks : A Survey
by: Kalamkar, Prathamesh, et al.
Published: (2021)

Accelerating Bangla NLP Tasks with Automatic Mixed Precision: Resource-Efficient Training Preserving Model Efficacy
by: Opi, Md Mehrab Hossain, et al.
Published: (2025)

SG-UniBuc-NLP at SemEval-2026 Task 6: Multi-Head RoBERTa with Chunking for Long-Context Evasion Detection
by: Stefan, Gabriel, et al.
Published: (2026)

Retrieval-Augmented Data Augmentation for Low-Resource Domain Tasks
by: Seo, Minju, et al.
Published: (2024)

Unified Multi-Task Learning & Model Fusion for Efficient Language Model Guardrailing
by: Neill, James O', et al.
Published: (2025)

OrchMoE: Efficient Multi-Adapter Learning with Task-Skill Synergy
by: Wang, Haowen, et al.
Published: (2024)

Efficient Title Reranker for Fast and Improved Knowledge-Intense NLP
by: Chen, Ziyi, et al.
Published: (2023)

UrduLM: A Resource-Efficient Monolingual Urdu Language Model
by: Ali, Syed Muhammad, et al.
Published: (2026)

Federated Learning-Enabled Hybrid Language Models for Communication-Efficient Token Transmission
by: Solat, Faranaksadat, et al.
Published: (2025)

Named Entity Recognition for Payment Data Using NLP
by: Nayak, Srikumar
Published: (2026)

IITK at SemEval-2024 Task 1: Contrastive Learning and Autoencoders for Semantic Textual Relatedness in Multilingual Texts
by: Basak, Udvas, et al.
Published: (2024)

PromptWizard: Task-Aware Prompt Optimization Framework
by: Agarwal, Eshaan, et al.
Published: (2024)

Evaluation of LLMs-based Hidden States as Author Representations for Psychological Human-Centered NLP Tasks
by: Soni, Nikita, et al.
Published: (2025)

Does Differential Privacy Impact Bias in Pretrained NLP Models?
by: Islam, Md. Khairul, et al.
Published: (2024)

MoxE: Mixture of xLSTM Experts with Entropy-Aware Routing for Efficient Language Modeling
by: Thiombiano, Abdoul Majid O., et al.
Published: (2025)

Whitening Not Recommended for Classification Tasks in LLMs
by: Forooghi, Ali, et al.
Published: (2024)

MoSLD: An Extremely Parameter-Efficient Mixture-of-Shared LoRAs for Multi-Task Learning
by: Zhao, Lulu, et al.
Published: (2024)

uTeBC-NLP at SemEval-2024 Task 9: Can LLMs be Lateral Thinkers?
by: Sadeghi, Pouya, et al.
Published: (2024)

FeDeRA:Efficient Fine-tuning of Language Models in Federated Learning Leveraging Weight Decomposition
by: Yan, Yuxuan, et al.
Published: (2024)

Efficient Estimation of Kernel Surrogate Models for Task Attribution
by: Zhang, Zhenshuo, et al.
Published: (2026)

From Text to Graph: Leveraging Graph Neural Networks for Enhanced Explainability in NLP
by: Yáñez-Romero, Fabio, et al.
Published: (2025)

D$^2$Evo: Dual Difficulty-Aware Self-Evolution for Data-Efficient Reinforcement Learning
by: Zhang, Ru, et al.
Published: (2026)