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Large Language Models

6405 directly classified papers

Papers per year

Papers

Exploring the Effectiveness of Prompt Engineering for Legal Reasoning Tasks ACL 2023
Discovering Language Model Behaviors with Model-Written Evaluations ACL 2023
Language acquisition: do children and language models follow similar learning stages? ACL 2023
Leveraging Training Data in Few-Shot Prompting for Numerical Reasoning ACL 2023
Differentiable Instruction Optimization for Cross-Task Generalization ACL 2023
Stochastic Bridges as Effective Regularizers for Parameter-Efficient Tuning ACL 2023
PIP: Parse-Instructed Prefix for Syntactically Controlled Paraphrase Generation ACL 2023
AutoMoE: Heterogeneous Mixture-of-Experts with Adaptive Computation for Efficient Neural Machine Translation ACL 2023
World Models for Math Story Problems ACL 2023
Multi-Dimensional Evaluation of Text Summarization with In-Context Learning ACL 2023
Fixed Input Parameterization for Efficient Prompting ACL 2023
Cross-Lingual Retrieval Augmented Prompt for Low-Resource Languages ACL 2023
What In-Context Learning “Learns” In-Context: Disentangling Task Recognition and Task Learning ACL 2023
Reconstruction Probing ACL 2023
Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model Sizes ACL 2023
Impact of Adversarial Training on Robustness and Generalizability of Language Models ACL 2023
Distilling Reasoning Capabilities into Smaller Language Models ACL 2023
Mitigating the Learning Bias towards Repetition by Self-Contrastive Training for Open-Ended Generation ACL 2023
Numeric Magnitude Comparison Effects in Large Language Models ACL 2023
Commonsense Knowledge Transfer for Pre-trained Language Models ACL 2023
BertNet: Harvesting Knowledge Graphs with Arbitrary Relations from Pretrained Language Models ACL 2023
Code Execution with Pre-trained Language Models ACL 2023
Transformer Language Models Handle Word Frequency in Prediction Head ACL 2023
Complementary Explanations for Effective In-Context Learning ACL 2023
Why Can GPT Learn In-Context? Language Models Secretly Perform Gradient Descent as Meta-Optimizers ACL 2023