Language Modeling

Investigating the Effectiveness of Task-Agnostic Prefix Prompt for Instruction Following AAAI 2024 Is Child-Directed Speech Effective Training Data for Language Models? EMNLP 2024 IT2ACL Learning Easy-to-Hard Instructions via 2-Phase Automated Curriculum Learning for Large Language Models COLING 2024 ItD: Large Language Models Can Teach Themselves Induction through Deduction ACL 2024 KidLM: Advancing Language Models for Children – Early Insights and Future Directions EMNLP 2024 Knowledge-aware Reinforced Language Models for Protein Directed Evolution ICML 2024 KoDialogBench: Evaluating Conversational Understanding of Language Models with Korean Dialogue Benchmark COLING 2024 KV-Runahead: Scalable Causal LLM Inference by Parallel Key-Value Cache Generation ICML 2024 Language Generation in the Limit NeurIPS 2024 Language Generation with Strictly Proper Scoring Rules ICML 2024 Language models and brains align due to more than next-word prediction and word-level information EMNLP 2024 Language Models are Alignable Decision-Makers: Dataset and Application to the Medical Triage Domain NAACL 2024 Language Model Self-improvement by Reinforcement Learning Contemplation ICLR 2024 Language Model Sentence Completion with a Parser-Driven Rhetorical Control Method EACL 2024 Language Models Learn Rare Phenomena from Less Rare Phenomena: The Case of the Missing AANNs EMNLP 2024 Language-Specific Neurons: The Key to Multilingual Capabilities in Large Language Models ACL 2024 Large Language Model Recall Uncertainty is Modulated by the Fan Effect CoNLL 2024 Large Language Models for Mathematical Reasoning: Progresses and Challenges EACL 2024 Large Language Models Offer an Alternative to the Traditional Approach of Topic Modelling COLING 2024 LASER: Linear Compression in Wireless Distributed Optimization ICML 2024 Latent Logic Tree Extraction for Event Sequence Explanation from LLMs ICML 2024 Layer-wise Regularized Dropout for Neural Language Models COLING 2024 LeaPformer: Enabling Linear Transformers for Autoregressive and Simultaneous Tasks via Learned Proportions ICML 2024 Learn Beyond The Answer: Training Language Models with Reflection for Mathematical Reasoning EMNLP 2024 Learning a Fourier Transform for Linear Relative Positional Encodings in Transformers AISTATS 2024