token generation

Large Language Models Do Multi-Label Classification Differently EMNLP 2025 MEGA: Masked Generative Autoencoder for Human Mesh Recovery CVPR 2025 Multi-Draft Speculative Sampling: Canonical Decomposition and Theoretical Limits ICLR 2025 Parallelized Autoregressive Visual Generation CVPR 2025 Persona-judge: Personalized Alignment of Large Language Models via Token-level Self-judgment ACL 2025 Safety Alignment Should be Made More Than Just a Few Tokens Deep ICLR 2025 Speculative Decoding for Multi-Sample Inference EMNLP 2025 Speculative Streaming: Efficient and Scalable Speculative Decoding with Multi-Stream Attention EMNLP 2025 Verbosity-Aware Rationale Reduction: Sentence-Level Rationale Reduction for Efficient and Effective Reasoning ACL 2025 Visual Self-Refinement for Autoregressive Models EMNLP 2025 BASS: Batched Attention-optimized Speculative Sampling ACL 2024 Breaking the Ceiling of the LLM Community by Treating Token Generation as a Classification for Ensembling EMNLP 2024 Contrastive Token Learning with Similarity Decay for Repetition Suppression in Machine Translation EMNLP 2024 Generation Meets Verification: Accelerating Large Language Model Inference with Smart Parallel Auto-Correct Decoding ACL 2024 Inducing High Energy-Latency of Large Vision-Language Models with Verbose Images ICLR 2024 LUT-GEMM: Quantized Matrix Multiplication based on LUTs for Efficient Inference in Large-Scale Generative Language Models ICLR 2024 Sequoia: Scalable and Robust Speculative Decoding NeurIPS 2024 Slice-100K: A Multimodal Dataset for Extrusion-based 3D Printing NeurIPS 2024 SpecExec: Massively Parallel Speculative Decoding For Interactive LLM Inference on Consumer Devices NeurIPS 2024 SpecHub: Provable Acceleration to Multi-Draft Speculative Decoding EMNLP 2024 Speculative Decoding via Early-exiting for Faster LLM Inference with Thompson Sampling Control Mechanism ACL 2024 Speculative Decoding with CTC-based Draft Model for LLM Inference Acceleration NeurIPS 2024 Unlocking Efficiency in Large Language Model Inference: A Comprehensive Survey of Speculative Decoding ACL 2024 Fast Inference from Transformers via Speculative Decoding ICML 2023 Refined Semantic Enhancement towards Frequency Diffusion for Video Captioning AAAI 2023