3 papers
cs.CL2026
Density-aware Soft Context Compression with Semi-Dynamic Compression Ratio
Yijiong Yu, Shuai Yuan, Jie Zheng +2
Soft context compression reduces the computational workload of processing long contexts in LLMs by encoding long context into a smaller number of latent tokens. However, existing f…
cs.CL2025
TALEC: Teach Your LLM to Evaluate in Specific Domain with In-house Criteria by Criteria Division and Zero-shot Plus Few-shot
Kaiqi Zhang, Shuai Yuan, Honghan Zhao
With the rapid development of large language models (LLM), the evaluation of LLM becomes increasingly important. Measuring text generation tasks such as summarization and article c…
cs.SE2025
CoCo-Bench: A Comprehensive Code Benchmark For Multi-task Large Language Model Evaluation
Wenjing Yin, Tianze Sun, Yijiong Yu +19
Large language models (LLMs) play a crucial role in software engineering, excelling in tasks like code generation and maintenance. However, existing benchmarks are often narrow in…