Ax Xiaoyin Chen, Canwen Xu, Yite Wang, Boyi Liu, Zhewei Yao, Yuxiong He 3/20/2026

Learning to Self-Evolve

LSE framework trains LLMs to self-improve during inference by iteratively refining context based on problem feedback.

Ax KT Tech innovation Group 3/20/2026

Mi:dm K 2.5 Pro

32B parameter Korean-language LLM optimized for enterprise reasoning, long-context understanding, and agentic workflows with domain-specific capabilities.

Ax Edward Lin, Sahil Modi, Siva Kumar Sastry Hari, Qijing Huang, Zhifan Ye, Nestor Qin, Fengzhe Zhou, Yuan Zhang, Jingquan Wang, Sana Damani, Dheeraj Peri, Ouye Xie, Aditya Kane, Moshe Maor, Michael Behar, Triston Cao, Rishabh Mehta, Vartika Singh, Vikram Sharma Mailthody, Terry Chen, Zihao Ye, Hanfeng Chen, Tianqi Chen, Vinod Grover, Wei Chen, Wei Liu, Eric Chung, Luis Ceze, Roger Bringmann, Cyril Zeller, Michael Lightstone, Christos Kozyrakis, Humphrey Shi 3/20/2026

SOL-ExecBench: Speed-of-Light Benchmarking for Real-World GPU Kernels Against Hardware Limits

Benchmark for GPU kernel optimization spanning 235 CUDA problems from production AI models, measuring proximity to hardware efficiency limits.

Ax Zhuolin Yang, Zihan Liu, Yang Chen, Wenliang Dai, Boxin Wang, Sheng-Chieh Lin, Chankyu Lee, Yangyi Chen, Dongfu Jiang, Jiafan He, Renjie Pi, Grace Lam, Nayeon Lee, Alexander Bukharin, Mohammad Shoeybi, Bryan Catanzaro, Wei Ping 3/20/2026

Nemotron-Cascade 2: Post-Training LLMs with Cascade RL and Multi-Domain On-Policy Distillation

Nemotron-Cascade 2 open 30B MoE model using cascade RL and multi-domain distillation achieving IMO gold-medal-level mathematical reasoning.

Ax Yogesh Agrawal (University of Central Florida), Aniruddha Dutta (University of Central Florida), Md Mahadi Hasan (University of Central Florida), Santu Karmaker (University of Central Florida), Aritra Dutta (University of Central Florida) 3/20/2026

FinTradeBench: A Financial Reasoning Benchmark for LLMs

FinTradeBench benchmark for evaluating LLM reasoning on financial decision-making using company fundamentals and trading signals.