Language Models

Advancing Reasoning in Diffusion Language Models with Denoising Process Rewards ACL 2026 AG-GRPO: Answer-Guided GRPO for Masked Diffusion Language Models ACL 2026 A Mechanistic Account of Attention Sinks in GPT-2: One Circuit, Broader Implications for Mitigation ACL 2026 Beyond Fully Random Masking: Attention-Guided Denoising and Optimization for Diffusion Language Models ACL 2026 Beyond Hard Masks: Progressive Token Evolution for Diffusion Language Models ACL 2026 BrickNet: Graph-Backed Generative Brick Assembly CVPR 2026 Counterspeech Generation using Small Language Models ACL 2026 CreditDecoding: Accelerating Parallel Decoding in Diffusion Large Language Models with Trace Credit ACL 2026 dLLM: Simple Diffusion Language Modeling ACL 2026 d-TreeRPO: Towards More Reliable Policy Optimization for Diffusion Language Models ACL 2026 Efficient Self-Evaluation for Diffusion Language Models via Sequence Regeneration ACL 2026 From AR to Diffusion: Efficiently Adapting Large Language Models with Strictly Causal and Elastic Horizons ACL 2026 How Can Synthetic Data Improve Multilingual Language Model Pretraining? A Data Quality Perspective ACL 2026 Inference-Time Feedback for Reasoning Controllability in Diffusion Language Models ACL 2026 KoCo: Conditioning Language Model Pre-training on Knowledge Coordinates ACL 2026 LiGen: Active Lipid Generation via a Molecular Language Model ACL 2026 LLaDA 1.5: Variance-Reduced Preference Optimization for Large Language Diffusion Models ACL 2026 On the scaling relationship between cloze probabilities and language model next-token prediction CoNLL 2026 Optimal Inference Schedules for Masked Diffusion Models COLT 2026 Optimizing Packing and Shuffling Strategies for Enhanced Performance in Generative Language Models ACL 2026 Paramanu: Compact and Competitive Monolingual Language Models for Low-Resource Morphologically Rich Indian Languages ACL 2026 PHOTON: Hierarchical Autoregressive Modeling for Lightspeed and Memory-Efficient Language Generation ACL 2026 PICT at SemEval-2026 Task 3: A Transformer-Based System for Dimensional Aspect-Aware Sentiment Regression with Weighted Layer Pooling SemEval 2026 Probing Functional Correctness in Diffusion Language Models ACL 2026 Scalable Object Relation Encoding for Better 3D Spatial Reasoning in Large Language Models CVPR 2026