← Learning Types
Deep Learning › Learning Types ›

Fine-Tuning

704 directly classified papers

Papers per year

Papers

I Learn Better If You Speak My Language: Understanding the Superior Performance of Fine-Tuning Large Language Models with LLM-Generated Responses EMNLP 2024
KNN-Instruct: Automatic Instruction Construction with K Nearest Neighbor Deduction EMNLP 2024
“In-Dialogues We Learn”: Towards Personalized Dialogue Without Pre-defined Profiles through In-Dialogue Learning EMNLP 2024
ORPO: Monolithic Preference Optimization without Reference Model EMNLP 2024
NuNER: Entity Recognition Encoder Pre-training via LLM-Annotated Data EMNLP 2024
Make Some Noise: Unlocking Language Model Parallel Inference Capability through Noisy Training EMNLP 2024
How to Leverage Demonstration Data in Alignment for Large Language Model? A Self-Imitation Learning Perspective EMNLP 2024
Don’t Just Say “I don’t know”! Self-aligning Large Language Models for Responding to Unknown Questions with Explanations EMNLP 2024
How Do Your Code LLMs perform? Empowering Code Instruction Tuning with Really Good Data EMNLP 2024
Large Language Models Can Be Contextual Privacy Protection Learners EMNLP 2024
Mixture-of-Skills: Learning to Optimize Data Usage for Fine-Tuning Large Language Models EMNLP 2024
Vision-Language Model Fine-Tuning via Simple Parameter-Efficient Modification EMNLP 2024
Small Agent Can Also Rock! Empowering Small Language Models as Hallucination Detector EMNLP 2024
Learn Beyond The Answer: Training Language Models with Reflection for Mathematical Reasoning EMNLP 2024
Building Resources for Emakhuwa: Machine Translation and News Classification Benchmarks EMNLP 2024
Are Large Language Models Good Classifiers? A Study on Edit Intent Classification in Scientific Document Revisions EMNLP 2024
Mitigating Training Imbalance in LLM Fine-Tuning via Selective Parameter Merging EMNLP 2024
HiFT: A Hierarchical Full Parameter Fine-Tuning Strategy EMNLP 2024
Simultaneous Masking, Not Prompting Optimization: A Paradigm Shift in Fine-tuning LLMs for Simultaneous Translation EMNLP 2024
Preserving Multi-Modal Capabilities of Pre-trained VLMs for Improving Vision-Linguistic Compositionality EMNLP 2024
I love pineapple on pizza != I hate pineapple on pizza: Stance-Aware Sentence Transformers for Opinion Mining EMNLP 2024
Memory-Efficient Fine-Tuning of Transformers via Token Selection EMNLP 2024
Evaluating Concurrent Robustness of Language Models Across Diverse Challenge Sets EMNLP 2024
Simultaneous Interpretation Corpus Construction by Large Language Models in Distant Language Pair EMNLP 2024
Initialization of Large Language Models via Reparameterization to Mitigate Loss Spikes EMNLP 2024