Exploring the Limits of Pruning: Task-Specific Neurons, Model Collapse, and Recovery in Task-Specific Large Language Models
Fuente:
arXiv
Enregistré dans:
| Auteurs principaux: | Siam, M. K. Khalidi, Tausif-Ul-Islam, Md., Khan, Md. Reshad Romim, Hossain, Mohammed Ali, Amin, Mushfiqul, Khan, Labib Hasan, Farhan, Niloy, Sadeque, Farig |
|---|---|
| Format: | Preprint |
| Publié: |
2026
|
| Sujets: | |
| Accès en ligne: | |
| Tags: |
Ajouter un tag
Pas de tags, Soyez le premier à ajouter un tag!
|
Documents similaires
Gazetteer-Enhanced Bangla Named Entity Recognition with BanglaBERT Semantic Embeddings K-Means-Infused CRF Model
par: Farhan, Niloy, et autres
Publié: (2024)
par: Farhan, Niloy, et autres
Publié: (2024)
Machine Unlearning for Class Removal through SISA-based Deep Neural Network Architectures
par: Mahi, Ishrak Hamim, et autres
Publié: (2026)
par: Mahi, Ishrak Hamim, et autres
Publié: (2026)
Transforming Mentorship: An AI Powered Chatbot Approach to University Guidance
par: Rahman, Mashrur, et autres
Publié: (2025)
par: Rahman, Mashrur, et autres
Publié: (2025)
How Effectively Can BERT Models Interpret Context and Detect Bengali Communal Violent Text?
par: Khondoker, Abdullah, et autres
Publié: (2025)
par: Khondoker, Abdullah, et autres
Publié: (2025)
Black-Box Optimization of Mixed Binary-Continuous Variables: Challenges and Opportunities in Evolutionary Model Merging
par: Niloy, Md. Robiul Islam
Publié: (2026)
par: Niloy, Md. Robiul Islam
Publié: (2026)
AI as Teammate or Tool? A Review of Human-AI Interaction in Decision Support
par: Samu, Most. Sharmin Sultana, et autres
Publié: (2026)
par: Samu, Most. Sharmin Sultana, et autres
Publié: (2026)
Accelerating Bangla NLP Tasks with Automatic Mixed Precision: Resource-Efficient Training Preserving Model Efficacy
par: Opi, Md Mehrab Hossain, et autres
Publié: (2025)
par: Opi, Md Mehrab Hossain, et autres
Publié: (2025)
A Survey on Agentic Security: Applications, Threats and Defenses
par: Shahriar, Asif, et autres
Publié: (2025)
par: Shahriar, Asif, et autres
Publié: (2025)
From Facts to Folklore: Evaluating Large Language Models on Bengali Cultural Knowledge
par: Chowdhury, Nafis, et autres
Publié: (2025)
par: Chowdhury, Nafis, et autres
Publié: (2025)
Frequency-Specific Neural Response and Cross-Correlation Analysis of Envelope Following Responses to Native Speech and Music Using Multichannel EEG Signals: A Case Study
par: Hasan, Md. Mahbub, et autres
Publié: (2025)
par: Hasan, Md. Mahbub, et autres
Publié: (2025)
TSDS: Data Selection for Task-Specific Model Finetuning
par: Liu, Zifan, et autres
Publié: (2024)
par: Liu, Zifan, et autres
Publié: (2024)
BNLI: A Linguistically-Refined Bengali Dataset for Natural Language Inference
par: Haque, Farah Binta, et autres
Publié: (2025)
par: Haque, Farah Binta, et autres
Publié: (2025)
Design and Modeling of CdGa2Te4 and ZnGa2Te4 Chalcogenide Compound-Based Photovoltaic Devices: A DFT Study along with SCAPS-1D Simulation
par: Rifat, Md Hasan Shahriar, et autres
Publié: (2025)
par: Rifat, Md Hasan Shahriar, et autres
Publié: (2025)
LLM-Based Evaluation of Low-Resource Machine Translation: A Reference-less Dialect Guided Approach with a Refined Sylheti-English Benchmark
par: Rahman, Md. Atiqur, et autres
Publié: (2025)
par: Rahman, Md. Atiqur, et autres
Publié: (2025)
Assessing Generalisation Capability of Machine Learning Models for Intrusion Detection
par: Hossain, Md Zakir, et autres
Publié: (2026)
par: Hossain, Md Zakir, et autres
Publié: (2026)
SWE-Shepherd: Advancing PRMs for Reinforcing Code Agents
par: Dihan, Mahir Labib, et autres
Publié: (2026)
par: Dihan, Mahir Labib, et autres
Publié: (2026)
Involution Fused ConvNet for Classifying Eye-Tracking Patterns of Children with Autism Spectrum Disorder
par: Islam, Md. Farhadul, et autres
Publié: (2024)
par: Islam, Md. Farhadul, et autres
Publié: (2024)
BitRL: Reinforcement Learning with 1-bit Quantized Language Models for Resource-Constrained Edge Deployment
par: Sajid, Md. Ashiq Ul Islam, et autres
Publié: (2026)
par: Sajid, Md. Ashiq Ul Islam, et autres
Publié: (2026)
A Two-Stage Multitask Vision-Language Framework for Explainable Crop Disease Visual Question Answering
par: Hossain, Md. Zahid, et autres
Publié: (2026)
par: Hossain, Md. Zahid, et autres
Publié: (2026)
Benchmarking Bengali Dialectal Bias: A Multi-Stage Framework Integrating RAG-Based Translation and Human-Augmented RLAIF
par: Sami, K. M. Jubair, et autres
Publié: (2026)
par: Sami, K. M. Jubair, et autres
Publié: (2026)
A Comparative Analysis of Retrieval-Augmented Generation Techniques for Bengali Standard-to-Dialect Machine Translation Using LLMs
par: Sami, K. M. Jubair, et autres
Publié: (2025)
par: Sami, K. M. Jubair, et autres
Publié: (2025)
APP: Accelerated Path Patching with Task-Specific Pruning
par: Andersen, Frauke, et autres
Publié: (2025)
par: Andersen, Frauke, et autres
Publié: (2025)
Reliability Gated Multi-Teacher Distillation for Low Resource Abstractive Summarization
par: Sumit, Dipto, et autres
Publié: (2026)
par: Sumit, Dipto, et autres
Publié: (2026)
Leveraging Pre-trained CNNs for Efficient Feature Extraction in Rice Leaf Disease Classification
par: Sobuj, Md. Shohanur Islam, et autres
Publié: (2024)
par: Sobuj, Md. Shohanur Islam, et autres
Publié: (2024)
Beyond Symbolic Solving: Multi Chain-of-Thought Voting for Geometric Reasoning in Large Language Models
par: Siddique, Md. Abu Bakor, et autres
Publié: (2026)
par: Siddique, Md. Abu Bakor, et autres
Publié: (2026)
Fusion-Augmented Large Language Models: Boosting Diagnostic Trustworthiness via Model Consensus
par: Siam, Md Kamrul, et autres
Publié: (2025)
par: Siam, Md Kamrul, et autres
Publié: (2025)
Med-IC: Fusing a Single Layer Involution with Convolutions for Enhanced Medical Image Classification and Segmentation
par: Islam, Md. Farhadul, et autres
Publié: (2024)
par: Islam, Md. Farhadul, et autres
Publié: (2024)
Are ASR foundation models generalized enough to capture features of regional dialects for low-resource languages?
par: Dipto, Tawsif Tashwar, et autres
Publié: (2025)
par: Dipto, Tawsif Tashwar, et autres
Publié: (2025)
A Linear Time Quantum Algorithm for Pairwise Sequence Alignment
par: Khan, Md. Rabiul Islam, et autres
Publié: (2023)
par: Khan, Md. Rabiul Islam, et autres
Publié: (2023)
Revisiting SMoE Language Models by Evaluating Inefficiencies with Task Specific Expert Pruning
par: Sarkar, Soumajyoti, et autres
Publié: (2024)
par: Sarkar, Soumajyoti, et autres
Publié: (2024)
destroR: Attacking Transfer Models with Obfuscous Examples to Discard Perplexity
par: Ahmed, Saadat Rafid, et autres
Publié: (2025)
par: Ahmed, Saadat Rafid, et autres
Publié: (2025)
Deconvolving Complex Neuronal Networks into Interpretable Task-Specific Connectomes
par: Wang, Yifan, et autres
Publié: (2024)
par: Wang, Yifan, et autres
Publié: (2024)
Towards AI Evaluation in Domain-Specific RAG Systems: The AgriHubi Case Study
par: Hasan, Md. Toufique, et autres
Publié: (2026)
par: Hasan, Md. Toufique, et autres
Publié: (2026)
Bridging Human and Model Perspectives: A Comparative Analysis of Political Bias Detection in News Media Using Large Language Models
par: Banik, Shreya Adrita, et autres
Publié: (2025)
par: Banik, Shreya Adrita, et autres
Publié: (2025)
Variational Gaussian Mixture Manifold Models for Client-Specific Federated Personalization
par: Puppala, Sai, et autres
Publié: (2025)
par: Puppala, Sai, et autres
Publié: (2025)
DSTAN-Med: Dual-Channel Spatiotemporal Attention with Physiological Plausibility Filtering for False Data Injection Attack Detection in IoT-Based Medical Devices
par: Hasan, Md Mehedi, et autres
Publié: (2026)
par: Hasan, Md Mehedi, et autres
Publié: (2026)
Development and Characterization of Mikania, Kapok, Wool, Sugarcane, and Pineapple Fiber Reinforced Polyester Composite
par: Rafid Anan, et autres
Publié: (2024)
par: Rafid Anan, et autres
Publié: (2024)
Enhanced Stability and Performance of Islanded DC Microgrid Systems Using Optimized Fractional Order Controller and Advanced Energy Management
par: Md. Wahidujjaman, et autres
Publié: (2025)
par: Md. Wahidujjaman, et autres
Publié: (2025)
NCO4CVRP: Neural Combinatorial Optimization for the Capacitated Vehicle Routing Problem
par: Dihan, Mahir Labib, et autres
Publié: (2026)
par: Dihan, Mahir Labib, et autres
Publié: (2026)
Transient performance improvement of DFIG‐based wind farm by H‐bridge fault current limiter
par: Md. Arafat Hossain, et autres
Publié: (2024)
par: Md. Arafat Hossain, et autres
Publié: (2024)
Documents similaires
-
Gazetteer-Enhanced Bangla Named Entity Recognition with BanglaBERT Semantic Embeddings K-Means-Infused CRF Model
par: Farhan, Niloy, et autres
Publié: (2024) -
Machine Unlearning for Class Removal through SISA-based Deep Neural Network Architectures
par: Mahi, Ishrak Hamim, et autres
Publié: (2026) -
Transforming Mentorship: An AI Powered Chatbot Approach to University Guidance
par: Rahman, Mashrur, et autres
Publié: (2025) -
How Effectively Can BERT Models Interpret Context and Detect Bengali Communal Violent Text?
par: Khondoker, Abdullah, et autres
Publié: (2025) -
Black-Box Optimization of Mixed Binary-Continuous Variables: Challenges and Opportunities in Evolutionary Model Merging
par: Niloy, Md. Robiul Islam
Publié: (2026)