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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Jiaan Wang

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Open access 2026

FeedTrans: Enhance Machine Translation via Feedback

Large reasoning models (LRMs) have shown exceptional performance in complex tasks such as mathematics and coding. In the field of machine translation (MT), reinforcement learning (RL) has been utilized to enhance the quality of translations. However, traditional RL approaches rely heavily on the base model’s inherent...

Zengkui Sun, Jia-Li Zeng, Jiaan Wang et al. · 0 citations
#natural language process... Jun 2026

EvoBrowseComp: Benchmarking Search Agents on Evolving Knowledge

EvoBrowseComp is introduced, an evolving benchmark of 400 English and 400 Chinese contamination-free complex questions synthesized via live-web traversal that establishes a scalable paradigm for auto-updatable, high-difficulty benchmarking that keeps pace with both evolving world knowledge and advancing agent capabilit...

Yun-Han Wang, Jiaan Wang, Lianzhe Huang et al. · 2 citations
#natural language process... Preprint Aug 2026

AlgoWorlds: Benchmarking Tool Use for Global Optimization in Algorithmic Worlds

AlgoWorlds is introduced, a benchmark that transforms formally specified combinatorial optimization problems into partially observed decision environments with verifiable global optima, and seven leading LLMs are evaluated, including Claude Opus 4.8 and GPT-5.6 Sol.

Zi-Xiang Xu, Jiaan Wang, Fanfei Meng · 1 citation

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