7 papers
FairJudge: An Adaptive, Debiased, and Consistent LLM-as-a-Judge
Bo Yang, Lanfei Feng, Yunkui Chen +3
Existing LLM-as-a-Judge systems suffer from three fundamental limitations: limited adaptivity to task- and domain-specific evaluation criteria, systematic biases driven by non-sema…
ZPD Detector: Data Selection via Capability-Difficulty Alignment for Large Language Models
Bo Yang, Yunkui Chen, Lanfei Feng +2
As the cost of training large language models continues to increase and high-quality training data become increasingly scarce, selecting high-value samples or synthesizing effectiv…
AgriAgent: Contract-Driven Planning and Capability-Aware Tool Orchestration in Real-World Agriculture
Bo Yang, Yu Zhang, Yunkui Chen +4
Intelligent agent systems in real-world agricultural scenarios must handle diverse tasks under multimodal inputs, ranging from lightweight information understanding to complex mult…
AgriGPT-Omni: A Unified Speech-Vision-Text Framework for Multilingual Agricultural Intelligence
Bo Yang, Lanfei Feng, Yunkui Chen +5
Despite rapid advances in multimodal large language models, agricultural applications remain constrained by the lack of multilingual speech data, unified multimodal architectures,…
AgriGPT-VL: Agricultural Vision-Language Understanding Suite
Bo Yang, Yunkui Chen, Lanfei Feng +8
Despite rapid advances in multimodal large language models, agricultural applications remain constrained by the scarcity of domain-tailored models, curated vision-language corpora,…
ColorEcosystem: Powering Personalized, Standardized, and Trustworthy Agentic Service in massive-agent Ecosystem
Fangwen Wu, Zheng Wu, Jihong Wang +11
With the rapid development of (multimodal) large language model-based agents, the landscape of agentic service management has evolved from single-agent systems to multi-agent syste…