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Yanhua huang

3 accepted papers

2025

CineTechBench: A Benchmark for Cinematographic Technique Understanding and Generation

NeurIPS 2025poster

Cinematography is a cornerstone of film production and appreciation, shaping mood, emotion, and narrative through visual elements such as camera movement, shot composition, and lighting. Despite recent progress in multimodal large language models (MLLMs) and video generation models, the capacity of…

Cited by 0SourcecodeScholar
2025

Dynamic Collaboration of Multi-Language Models based on Minimal Complete Semantic Units

EMNLP 2025

This paper investigates the enhancement of reasoning capabilities in language models through token-level multi-model collaboration. Our approach selects the optimal tokens from the next token distributions provided by multiple models to perform autoregressive reasoning. Contrary to the assumption th

2025

Learning Harmonized Representations for Speculative Sampling

ICLR 2025poster

Speculative sampling is a promising approach to accelerate the decoding stage for Large Language Models (LLMs). Recent advancements that leverage target LLM's contextual information, such as hidden states and KV cache, have shown significant practical improvements. However, these approaches suffer f…