Research
Publications
- MiroEval: Benchmarking Multimodal Deep Research Agents in Process and Outcome F Ye, Y Hu, P Zhu, Y Li, Z Jin, Y Xiao, Y Wang, L Wang, Z Zhang, L Wang, ...arXiv preprint arXiv:2603.28407, 2026 • 2026
- Self-Rewarding Sequential Monte Carlo for Masked Diffusion Language Models Z Luo, Z Jin, L Wang, L Bing, TB SchönarXiv preprint arXiv:2602.01849, 2026 • 2026
- MARS: Enabling Autoregressive Models Multi-Token Generation Z Jin, L Wang, Z Luo, A SunarXiv preprint arXiv:2604.07023, 2026 • 2026
- Document Reconstruction Unlocks Scalable Long-Context RLVR Y Xiao, L Wang, Y Deng, G Chen, Z Jin, J Kim, X Li, RK Lee, L BingarXiv preprint arXiv:2602.08237, 2026 • 2026
- Sailor2: sailing in south-east Asia with inclusive multilingual LLMs L Dou, Q Liu, F Zhou, C Chen, Z Wang, Z Jin, Z Liu, T Zhu, C Du, P Yang, ...arXiv preprint arXiv:2502.12982, 2025 • 2025
- As simple as fine-tuning: Llm alignment via bidirectional negative feedback loss X Mao, H Xu, FL Li, Z Jin, W Chen, W Zhang, AT LuuInternational Conference on Learning Representations 2025, 30610-30631, 2025 • 2025
- On the Role of Discreteness in Diffusion LLMs Z Jin, B Wang, X Lin, L Bing, A SunarXiv preprint arXiv:2512.22630, 2025 • 2025
- Sailor: Open language models for south-east asia L Dou, Q Liu, G Zeng, J Guo, J Zhou, X Mao, Z Jin, W Lu, M LinProceedings of the 2024 Conference on Empirical Methods in Natural Language …, 2024 • 2024
- Self-harmonized chain of thought Z Jin, W LuNAACL 2025, 2024 • 2024
- Tab-cot: Zero-shot tabular chain of thought J Ziqi, W LuFindings of the Association for Computational Linguistics: ACL 2023, 10259-10277, 2023 • 2023
Research Insights
- research
MARS: Several Tokens per Forward Pass, Without Giving Up Autoregression
One SFT checkpoint, two modes: full-quality AR at τ=1.0, or 1.8 tokens per forward pass for 1.56–2.16× speedup, with an exact, free fallback to plain AR.
- research
How Much Do Diffusion LLMs Memorize? (vs Autoregressive)
Same size, same memory ceiling, but the diffusion model needs ~10x the training to reach it, and eventually just can't.