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Jie-Lin Qiu

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#artificial intelligence Preprint Sep 2026

Salesforce Koa: An Enterprise Language Model for Agentic Tool Use

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). Salesforce Koa is trained on public and synthetically generated data, with no customer data, to improve tool...

Zi-Xiang Chen, Su-Feng Niu, Ying-Chieh Liu et al. · 0 citations
#natural language process... Preprint Sep 2026

Random Attention: Rethinking KV Cache Eviction for Efficient Reasoning

Random Attention keeps the prompt and evicts uniformly at random within each attention head, computing no score at all; across four models and six reasoning tasks, it matches the strongest baseline in task performance while delivering 32-43% higher throughput than that method when deployed with vLLM.

Heng-Yi Wang, Jie-Lin Qiu, Wenting Zhao et al. · 0 citations
Preprint Aug 2026

AI4AI at Test-Time: Strong-to-Weak Capability Transfer via Harnesses

It is suggested that inference-time harness design is an important complement to conventional training-time distillation, enabling strong models to transfer cognitive structure to weaker models without retraining.

Cheng Qian, Wenting Zhao, Liang-Wei Yang et al. · 5 citations

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