Language Modeling

Multi-language Diversity Benefits Autoformalization NeurIPS 2024 Multilingual Contrastive Decoding via Language-Agnostic Layers Skipping EMNLP 2024 MultiLS: An End-to-End Lexical Simplification Framework EMNLP 2024 Multi-trait User Simulation with Adaptive Decoding for Conversational Task Assistants EMNLP 2024 MUSTARD: Mastering Uniform Synthesis of Theorem and Proof Data ICLR 2024 MYTE: Morphology-Driven Byte Encoding for Better and Fairer Multilingual Language Modeling ACL 2024 Nearest Neighbor Speculative Decoding for LLM Generation and Attribution NeurIPS 2024 Neural Search Space in Gboard Decoder EMNLP 2024 Neurocache: Efficient Vector Retrieval for Long-range Language Modeling NAACL 2024 Neuron Specialization: Leveraging Intrinsic Task Modularity for Multilingual Machine Translation EMNLP 2024 NevIR: Negation in Neural Information Retrieval EACL 2024 News Deja Vu: Connecting Past and Present with Semantic Search NAACL 2024 NIMZ at SemEval-2024 Task 9: Evaluating Methods in Solving Brainteasers Defying Commonsense SemEval 2024 NLEBench+NorGLM: A Comprehensive Empirical Analysis and Benchmark Dataset for Generative Language Models in Norwegian EMNLP 2024 Noise Contrastive Alignment of Language Models with Explicit Rewards NeurIPS 2024 Normalization Layer Per-Example Gradients are Sufficient to Predict Gradient Noise Scale in Transformers NeurIPS 2024 NormTab: Improving Symbolic Reasoning in LLMs Through Tabular Data Normalization EMNLP 2024 Not All Tokens Are What You Need for Pretraining NeurIPS 2024 NumeroLogic: Number Encoding for Enhanced LLMs’ Numerical Reasoning EMNLP 2024 NUS-Emo at SemEval-2024 Task 3: Instruction-Tuning LLM for Multimodal Emotion-Cause Analysis in Conversations SemEval 2024 On Affine Homotopy between Language Encoders NeurIPS 2024 Once Read is Enough: Domain-specific Pretraining-free Language Models with Cluster-guided Sparse Experts for Long-tail Domain Knowledge NeurIPS 2024 On Retrieval Augmentation and the Limitations of Language Model Training NAACL 2024 On the alignment of LM language generation and human language comprehension EMNLP 2024 On the Effect of (Near) Duplicate Subwords in Language Modelling ACL 2024