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Patient Knowledge Distillation for BERT Model Compression

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-3-319-46493-0_39openalex-snapshot
Deep Networks with Stochastic Depth
inferredcites →https://doi.org/10.1109/cvpr.2017.194openalex-snapshot
Spatially Adaptive Computation Time for Residual Networks
inferredcites →https://doi.org/10.1109/icassp.2017.7953072openalex-snapshot
Knowledge distillation for small-footprint highway networks
inferredcites →https://doi.org/10.1109/iccv.2015.327openalex-snapshot
An Exploration of Parameter Redundancy in Deep Networks with Circulant Projections
inferredcites →https://doi.org/10.1109/iccv.2017.155openalex-snapshot
Channel Pruning for Accelerating Very Deep Neural Networks
inferredcites →https://doi.org/10.1162/tacl_a_00051openalex-snapshot
Enriching Word Vectors with Subword Information
inferredcites →https://doi.org/10.18653/v1/d13-1170openalex-snapshot
Recursive Deep Models for Semantic Compositionality Over a Sentiment Treebank
inferredcites →https://doi.org/10.18653/v1/d16-1264openalex-snapshot
SQuAD: 100,000+ Questions for Machine Comprehension of Text
inferredcites →https://doi.org/10.18653/v1/d17-1082openalex-snapshot
RACE: Large-scale ReAding Comprehension Dataset From Examinations
inferredcites →https://doi.org/10.18653/v1/n18-1101openalex-snapshot
A Broad-Coverage Challenge Corpus for Sentence Understanding through Inference
inferredcites →https://doi.org/10.18653/v1/n18-1202openalex-snapshot
Deep Contextualized Word Representations
inferredcites →https://doi.org/10.18653/v1/n19-1423openalex-snapshot
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
inferredcites →https://doi.org/10.18653/v1/p18-1031openalex-snapshot
Universal Language Model Fine-tuning for Text Classification
inferredcites →https://doi.org/10.3115/v1/d14-1162openalex-snapshot
Glove: Global Vectors for Word Representation
inferredcites →https://doi.org/10.4230/lipics.cp.2025.31openalex-snapshot
HISTORIAE, History of Socio-Cultural Transformation as Linguistic Data Science. A Humanities Use Case
inferredcites →https://doi.org/10.48550/arxiv.1306.0543openalex-snapshot
Predicting Parameters in Deep Learning
inferredcites →https://doi.org/10.48550/arxiv.1310.4546openalex-snapshot
Distributed Representations of Words and Phrases and their Compositionality
inferredcites →https://doi.org/10.48550/arxiv.1412.6115openalex-snapshot
Compressing Deep Convolutional Networks using Vector Quantization
inferredcites →https://doi.org/10.48550/arxiv.1503.02531openalex-snapshot
Distilling the Knowledge in a Neural Network
inferredcites →https://doi.org/10.48550/arxiv.1506.06726openalex-snapshot
Skip-Thought Vectors
inferredcites →https://doi.org/10.48550/arxiv.1511.01432openalex-snapshot
Semi-supervised Sequence Learning
inferredcites →https://doi.org/10.48550/arxiv.1511.05641openalex-snapshot
Net2Net: Accelerating Learning via Knowledge Transfer
inferredcites →https://doi.org/10.48550/arxiv.1610.09650openalex-snapshot
Deep Model Compression: Distilling Knowledge from Noisy Teachers
inferredcites →https://doi.org/10.48550/arxiv.1610.09716openalex-snapshot
Doubly Convolutional Neural Networks
inferredcites →https://doi.org/10.48550/arxiv.1702.06257openalex-snapshot
The Power of Sparsity in Convolutional Neural Networks
inferredcites →https://doi.org/10.48550/arxiv.1802.05668openalex-snapshot
Model compression via distillation and quantization
inferredcites →https://doi.org/10.48550/arxiv.1803.02893openalex-snapshot
An efficient framework for learning sentence representations
inferredcites →https://doi.org/10.48550/arxiv.1812.03593openalex-snapshot
SDNet: Contextualized Attention-based Deep Network for Conversational Question Answering
inferredcites →https://doi.org/10.48550/arxiv.1902.10461openalex-snapshot
Multilingual Neural Machine Translation with Knowledge Distillation
inferredcites →https://doi.org/10.48550/arxiv.1904.09482openalex-snapshot
Improving Multi-Task Deep Neural Networks via Knowledge Distillation for Natural Language Understanding
inferredcites →https://doi.org/10.65215/2q58a426openalex-snapshot
Attention Is All You Need

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Theoretical Perspectives on Knowledge Distillation: A Review
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MS-BERT: A Multi-layer Self-distillation Approach for BERT Compression Based on Earth Mover’s Distance
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Sparse Fine-Tuning for Inference Acceleration of Large Language Models
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Class-Based Feature Knowledge Distillation
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Unlocking One-for-All Generative AI at Edge
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Investigating Structural Pruning and Recovery Techniques for Compressing Multimodal Large Language Models: An Empirical Study
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LaViT: Aligning Latent Visual Thoughts for Multi-modal Reasoning
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Sentence Representation
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Optimization Approaches for Language Models in the Task of Translating Sino-Vietnamese Texts into Modern Vietnamese
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The Journey of Language Models in Understanding Natural Language
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Model-Agnostic Knowledge Distillation Between Heterogeneous Models
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OpenBMB: Big Model Systems for Large-Scale Representation Learning
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Pre-trained Models for Representation Learning
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RA-KD: Random Attention Map Projection for Knowledge Distillation
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KDCE: Effective Lifelong Learning for Code Pre-train Language Model
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Adder Encoder for Pre-trained Language Model
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A Progressive Learning-to-Learn Knowledge Distillation Method for Out-of-Domain Generalization
inferred← citeshttps://doi.org/10.1109/apsec65559.2024.00049openalex-snapshot
CoSTV: Accelerating Code Search with Two-Stage Paradigm and Vector Retrieval
inferred← citeshttps://doi.org/10.1109/ase56229.2023.00059openalex-snapshot
EALink: An Efficient and Accurate Pre-Trained Framework for Issue-Commit Link Recovery
inferred← citeshttps://doi.org/10.1109/asru51503.2021.9687959openalex-snapshot
Hierarchical Knowledge Distillation for Dialogue Sequence Labeling
inferred← citeshttps://doi.org/10.1109/besc59560.2023.10386647openalex-snapshot
Decoupling Teaching Ability in Meta Knowledge Distillation
inferred← citeshttps://doi.org/10.1109/bigdata50022.2020.9378470openalex-snapshot
Benchmarking performance of RaySGD and Horovod for big data applications
inferred← citeshttps://doi.org/10.1109/cac53003.2021.9728246openalex-snapshot
Fixed-point Quantization for Vision Transformer
inferred← citeshttps://doi.org/10.1109/cacml68972.2026.11507030openalex-snapshot
HRAG: A Fine-Grained Text Classification Framework Oriented Towards Explainability
inferred← citeshttps://doi.org/10.1109/ccai69603.2026.11641879openalex-snapshot
An Empirical Study of Knowledge Distillation Frameworks for Financial NLP in Africa
inferred← citeshttps://doi.org/10.1109/ccsb66722.2025.11154259openalex-snapshot
ADDL: Adaptive Dynamic Distillation for Large Language Models
inferred← citeshttps://doi.org/10.1109/cipae60493.2023.00125openalex-snapshot
EU-BERT: Efficient Unified Named Entity Recognition via Multi-exit BERT
inferred← citeshttps://doi.org/10.1109/compsac61105.2024.00066openalex-snapshot
Effective Compression of Language Models by Combining Pruning and Knowledge Distillation
inferred← citeshttps://doi.org/10.1109/cscwd64889.2025.11033369openalex-snapshot
A Lightweight Dual Stage Distillation Method for Knowledge Graph Completion
inferred← citeshttps://doi.org/10.1109/csicc58665.2023.10105376openalex-snapshot
Using Structured Pruning to Find Winning Lottery Tickets
inferred← citeshttps://doi.org/10.1109/cvpr46437.2021.01603openalex-snapshot
Wasserstein Contrastive Representation Distillation
inferred← citeshttps://doi.org/10.1109/cvpr52729.2023.01388openalex-snapshot
RIFormer: Keep Your Vision Backbone Effective But Removing Token Mixer
inferred← citeshttps://doi.org/10.1109/cvpr52729.2023.01545openalex-snapshot
Stitchable Neural Networks
inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.01430openalex-snapshot
On the Road to Portability: Compressing End-to-End Motion Planner for Autonomous Driving
inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.01486openalex-snapshot
PELA: Learning Parameter-Efficient Models with Low-Rank Approximation
inferred← citeshttps://doi.org/10.1109/cvpr52734.2025.00937openalex-snapshot
Efficient ANN-Guided Distillation: Aligning Rate-based Features of Spiking Neural Networks through Hybrid Block-wise Replacement
inferred← citeshttps://doi.org/10.1109/cvprw53098.2021.00338openalex-snapshot
Extracurricular Learning: Knowledge Transfer Beyond Empirical Distribution
inferred← citeshttps://doi.org/10.1109/cvprw63382.2024.00145openalex-snapshot
ViTKD: Feature-based Knowledge Distillation for Vision Transformers
inferred← citeshttps://doi.org/10.1109/cvprw63382.2024.00594openalex-snapshot
End-to-End Neural Network Compression via l1/l2 Regularized Latency Surrogates
inferred← citeshttps://doi.org/10.1109/cvprw63382.2024.00789openalex-snapshot
CASR: Efficient Cascade Network Structure with Channel Aligned method for 4K Real-Time Single Image Super-Resolution
inferred← citeshttps://doi.org/10.1109/cvprw67362.2025.00132openalex-snapshot
Distillation-Supervised Convolutional Low-Rank Adaptation for Efficient Image Super-Resolution
inferred← citeshttps://doi.org/10.1109/eecsi67060.2025.11290133openalex-snapshot
CombiBERT: Choosing the Best Layers Combination in Sentence-BERT Model Variant to Reduce Losses in Knowledge Distillation
inferred← citeshttps://doi.org/10.1109/fuzz-ieee55066.2022.9882595openalex-snapshot
A Study on the Best Way to Compress Natural Language Processing Models
inferred← citeshttps://doi.org/10.1109/iaict52856.2021.9532543openalex-snapshot
Efficient knowledge distillation of teacher model to multiple student models
inferred← citeshttps://doi.org/10.1109/icassp39728.2021.9414572openalex-snapshot
Elbert: Fast Albert with Confidence-Window Based Early Exit
inferred← citeshttps://doi.org/10.1109/icassp43922.2022.9746113openalex-snapshot
Compressing Transformer-Based ASR Model by Task-Driven Loss and Attention-Based Multi-Level Feature Distillation
inferred← citeshttps://doi.org/10.1109/icassp48485.2024.10445737openalex-snapshot
One-Shot Sensitivity-Aware Mixed Sparsity Pruning for Large Language Models
inferred← citeshttps://doi.org/10.1109/icassp48485.2024.10447812openalex-snapshot
Sensi-Bert: Towards Sensitivity Driven Fine-Tuning for Parameter-Efficient Language Model
inferred← citeshttps://doi.org/10.1109/icassp48485.2024.10448022openalex-snapshot
Multiple Representation Transfer from Large Language Models to End-to-End ASR Systems
inferred← citeshttps://doi.org/10.1109/icassp49357.2023.10094792openalex-snapshot
Boosting Bert Subnets with Neural Grafting
inferred← citeshttps://doi.org/10.1109/icassp49357.2023.10094912openalex-snapshot
A Simple Yet Effective Approach to Structured Knowledge Distillation
inferred← citeshttps://doi.org/10.1109/icassp49357.2023.10095536openalex-snapshot
Distill-Quantize-Tune - Leveraging Large Teachers for Low-Footprint Efficient Multilingual NLU on Edge
inferred← citeshttps://doi.org/10.1109/icassp49357.2023.10095721openalex-snapshot
Prompt-Distiller: Few-Shot Knowledge Distillation for Prompt-Based Language Learners with Dual Contrastive Learning
inferred← citeshttps://doi.org/10.1109/icassp49357.2023.10095864openalex-snapshot
F-PABEE: Flexible-Patience-Based Early Exiting For Single-Label and Multi-Label Text Classification Tasks
inferred← citeshttps://doi.org/10.1109/icassp49357.2023.10096045openalex-snapshot
Boosting Prompt-Based Few-Shot Learners Through Out-of-Domain Knowledge Distillation
inferred← citeshttps://doi.org/10.1109/icassp49357.2023.10096531openalex-snapshot
Masked Token Similarity Transfer for Compressing Transformer-Based ASR Models
inferred← citeshttps://doi.org/10.1109/icassp55912.2026.11461222openalex-snapshot
Sparsity Induction for Accurate Post-Training Pruning of Large Language Models
inferred← citeshttps://doi.org/10.1109/icassp55912.2026.11462199openalex-snapshot
SPADE: Structured Pruning and Adaptive Distillation for Efficient LLM-TTS
inferred← citeshttps://doi.org/10.1109/icbir54589.2022.9786508openalex-snapshot
Ensemble Compressed Language Model Based on Knowledge Distillation and Multi-Task Learning
inferred← citeshttps://doi.org/10.1109/icbk50248.2020.00066openalex-snapshot
SDSK2BERT: Explore the Specific Depth with Specific Knowledge to Compress BERT
inferred← citeshttps://doi.org/10.1109/iccc59590.2023.10507622openalex-snapshot
Sci-CoT: Leveraging Large Language Models for Enhanced Knowledge Distillation in Small Models for Scientific QA
inferred← citeshttps://doi.org/10.1109/icccr56747.2023.10194171openalex-snapshot
A Robust Log Classification Approach Based on Natural Language Processing
inferred← citeshttps://doi.org/10.1109/iccsn66511.2025.11172481openalex-snapshot
Research on Tool Wear State Prediction Model Based on Knowledge Distillation
inferred← citeshttps://doi.org/10.1109/iccv48922.2021.00816openalex-snapshot
Exploring Inter-Channel Correlation for Diversity-preserved Knowledge Distillation
inferred← citeshttps://doi.org/10.1109/iccwamtip64812.2024.10873679openalex-snapshot
A Model Compression Method for Loran Prediction on FPGA
inferred← citeshttps://doi.org/10.1109/icde60146.2024.00121openalex-snapshot
Target-agnostic Source-free Domain Adaptation for Regression Tasks
inferred← citeshttps://doi.org/10.1109/icdm50108.2020.00030openalex-snapshot
BERT2DNN: BERT Distillation with Massive Unlabeled Data for Online E-Commerce Search
inferred← citeshttps://doi.org/10.1109/icdm50108.2020.00042openalex-snapshot
Hybrid Context-Aware Word Sense Disambiguation in Topic Modeling Based Document Representation
inferred← citeshttps://doi.org/10.1109/icdm51629.2021.00166openalex-snapshot
Compressibility of Distributed Document Representations
inferred← citeshttps://doi.org/10.1109/icdmw58026.2022.00062openalex-snapshot
Compression Methods for Transformers in Multidomain Sentiment Analysis
inferred← citeshttps://doi.org/10.1109/iceace67491.2025.11439887openalex-snapshot
Efficient Compression of BERT via Knowledge Distillation and Interpolative Decomposition
inferred← citeshttps://doi.org/10.1109/icesit53460.2021.9696948openalex-snapshot
An adaptive knowledge distillation algorithm for text classification
inferred← citeshttps://doi.org/10.1109/icic64337.2024.10957202openalex-snapshot
Compacting Language Model for Natural Language Understanding on English Datasets
inferred← citeshttps://doi.org/10.1109/iciss71466.2026.11715411openalex-snapshot
Distilling Encoder-Decoder and Decoder-Only Models into BERT for NLP Tasks
inferred← citeshttps://doi.org/10.1109/icitisee58992.2023.10405359openalex-snapshot
Abstractive Indonesian News Summarization Using BERT2GPT
inferred← citeshttps://doi.org/10.1109/icm63406.2024.10815822openalex-snapshot
Hardware Accelerator for Bidirectional Encoder Representations from Transformers (BERT)
inferred← citeshttps://doi.org/10.1109/icme59968.2025.11210235openalex-snapshot
Elastic Architecture Search for Efficient Language Models
inferred← citeshttps://doi.org/10.1109/icpr48806.2021.9412192openalex-snapshot
Automatic Student Network Search for Knowledge Distillation
inferred← citeshttps://doi.org/10.1109/icpr48806.2021.9413006openalex-snapshot
Compact CNN Structure Learning by Knowledge Distillation
inferred← citeshttps://doi.org/10.1109/icpr56361.2022.9956259openalex-snapshot
cViL: Cross-Lingual Training of Vision-Language Models using Knowledge Distillation
inferred← citeshttps://doi.org/10.1109/icra57147.2024.10611616openalex-snapshot
FBPT: A Fully Binary Point Transformer
inferred← citeshttps://doi.org/10.1109/icscst70031.2026.11709804openalex-snapshot
Lightweight Transformer Architecture for Real-Time Sentiment Analysis in Edge IoT Systems
inferred← citeshttps://doi.org/10.1109/ictai50040.2020.00075openalex-snapshot
Text Editing for Augmented Distilled BERT
inferred← citeshttps://doi.org/10.1109/ieir62538.2024.10960253openalex-snapshot
Multi-Knowledge Distillation for Constructing Math Word Problem Encoder
inferred← citeshttps://doi.org/10.1109/ijcnn52387.2021.9533328openalex-snapshot
Audio DistilBERT: A Distilled Audio BERT for Speech Representation Learning
inferred← citeshttps://doi.org/10.1109/ijcnn52387.2021.9534402openalex-snapshot
RefBERT: Compressing BERT by Referencing to Pre-computed Representations
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