token generation

DNR Bench: Benchmarking Over-Reasoning in Reasoning LLMs AAAI 2026 DuetSVG: Unified Multimodal SVG Generation with Internal Visual Guidance CVPR 2026 Efficient Thought Space Exploration Through Strategic Intervention AAAI 2026 First Logit Boosting: Visual Grounding Method to Mitigate Object Hallucination in Large Vision-Language Models CVPR 2026 Revisiting MLLM Based Image Quality Assessment: Errors and Remedy AAAI 2026 Semantic Token Clustering for Efficient Uncertainty Quantification in Large Language Models EACL 2026 Speculative Decoding Speed-of-Light: Optimal Lower Bounds via Branching Random Walks EACL 2026 View-Aware Semantic Alignment for Aerial-Ground Person Re-Identification CVPR 2026 WaterMod: Modular Token-Rank Partitioning for Probability-Balanced LLM Watermarking AAAI 2026 Where to Start Alignment? Diffusion Large Language Model May Demand a Distinct Position AAAI 2026 AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time EMNLP 2025 Beyond Autoregression: Fast LLMs via Self-Distillation Through Time ICLR 2025 Cacheback: Speculative Decoding With Nothing But Cache EMNLP 2025 Compression Barriers in Autoregressive Transformers COLT 2025 Constrained Decoding with Speculative Lookaheads NAACL 2025 Decoding Speculative Decoding NAACL 2025 DReSD: Dense Retrieval for Speculative Decoding ACL 2025 Efficient Real-time Refinement of Language Model Text Generation EMNLP 2025 Exploring the Hidden Capacity of LLMs for One-Step Text Generation EMNLP 2025 Falcon: Faster and Parallel Inference of Large Language Models Through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree AAAI 2025 Faster In-Context Learning for LLMs via N-Gram Trie Speculative Decoding EMNLP 2025 FractalLLM: Lossless Self-Speculative Decoding with Layer Embedded Self-Compression EMNLP 2025 Fuzzy Speculative Decoding for a Tunable Accuracy-Runtime Tradeoff ACL 2025 Hit the Sweet Spot! Span-Level Ensemble for Large Language Models COLING 2025 Inference Scaling Laws: An Empirical Analysis of Compute-Optimal Inference for LLM Problem-Solving ICLR 2025