Enterprise adoption of LLMs in agentic workflows is gated by evaluations that span a wide arc of abilities: CRM operations, heterogeneous-document retrieval, personal data understanding, multi-turn planning, tool use, function calling, long-horizon research, and long-context software engineering. These evaluations live...
Zhi-Wei Liu, Zhu-Jun Lan, Jie-Lin Qiu et al.· 0 citations
We present Salesforce Koa, an enterprise language model built by post-training the open-weight Nemotron-3-Super-120B foundation model with reinforcement learning using Group Relative Policy Optimization (GRPO), and deployed in FP8 for production. Koa is trained only on public and synthetically generated data, and speci...
Zi-Xiang Chen, Su-Feng Niu, Ying-Chieh Liu et al.· 0 citations
JarvisGUI reveals that state-of-the-art open-source GUI agents struggle with the state-transfer awareness, cross-platform contextual reasoning, and long-horizon dependency management required for real-world workflows, exposing a critical capability gap invisible to existing benchmarks.
Zi-Xiang Chen, Yu-Heng Lu, Zihao Cheng et al.· 1 citation
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