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20232025
most citedCOIG-CQIA: Quality is All You Need for Chinese Instruction Fine-tuning

5 citations · 9 across the 13 of their papers we have counts for

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6 papers · 1 filter

cs.CL2025

STORYTELLER: An Enhanced Plot-Planning Framework for Coherent and Cohesive Story Generation

Jiaming Li, Yukun Chen, Ziqiang Liu +10

Stories are central to human culture, serving to share ideas, preserve traditions, and foster connections. Automatic story generation, a key advancement in artificial intelligence…

cs.CL2025

Expanding before Inferring: Enhancing Factuality in Large Language Models through Premature Layers Interpolation

Dingwei Chen, Ziqiang Liu, Feiteng Fang +6

Large Language Models (LLMs) demonstrate remarkable capabilities in text understanding and generation. However, their tendency to produce factually inconsistent outputs, commonly r…

cs.CL2025

CLaSp: In-Context Layer Skip for Self-Speculative Decoding

Longze Chen, Renke Shan, Huiming Wang +6

Speculative decoding (SD) is a promising method for accelerating the decoding process of Large Language Models (LLMs). The efficiency of SD primarily hinges on the consistency betw…

cs.CL2025

VCM: Vision Concept Modeling Based on Implicit Contrastive Learning with Vision-Language Instruction Fine-Tuning

Run Luo, Renke Shan, Longze Chen +4

Large Vision-Language Models (LVLMs) are pivotal for real-world AI tasks like embodied intelligence due to their strong vision-language reasoning abilities. However, current LVLMs…

cs.CL2025

Act-Adaptive Margin: Dynamically Calibrating Reward Models for Subjective Ambiguity

Feiteng Fang, Dingwei Chen, Xiang Huang +10

Currently, most reinforcement learning tasks focus on domains like mathematics and programming, where verification is relatively straightforward. However, in subjective tasks such…

cs.CL2025

IPBench: Benchmarking the Knowledge of Large Language Models in Intellectual Property

Qiyao Wang, Guhong Chen, Hongbo Wang +20

Intellectual Property (IP) is a highly specialized domain that integrates technical and legal knowledge, making it inherently complex and knowledge-intensive. Recent advancements i…