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Author

Bohao Li

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Jul 2026

UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks

The first capability-driven benchmark designed to evaluate proactive agents in dynamic, real-world settings is introduced, and comprehensive comparisons across both models and frameworks show how base model capabilities and agent framework designs jointly shape performance in real-world environments.

Zhekai Chen, Chengqi Duan, Kaiyue Sun et al. · 1 citation
Jul 2026

Twins: Learn to Predict Unified Representations with Focal Loss

Twin, a unified continuous token space formed by channel-wise concatenating ViT and VAE features on the same token grid, so the sequence length is unchanged and attention cost does not increase is proposed, which performs competitively on multimodal understanding benchmarks and improves reconstruction fidelity.

Kaixiong Gong, Xin Cai, Bin Lin et al. · 0 citations

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