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2 changes: 1 addition & 1 deletion README.md
Original file line number Diff line number Diff line change
Expand Up @@ -21,7 +21,7 @@ LightLLM is a Python-based LLM (Large Language Model) inference and serving fram
[English Docs](https://lightllm-en.readthedocs.io/en/latest/) | [中文文档](https://lightllm-cn.readthedocs.io/en/latest/) | [Blogs](https://modeltc.github.io/lightllm-blog/)

## News
- [2025/05] LightLLM paper on constrained decoding accepted by [ACL25](https://openreview.net/pdf?id=g1aBeiyZEi) (Pre $^3$: Enabling Deterministic Pushdown Automata for Faster Structured LLM Generation)
- [2025/05] LightLLM paper on constrained decoding accepted by [ACL25](https://arxiv.org/pdf/2506.03887) (Pre $^3$: Enabling Deterministic Pushdown Automata for Faster Structured LLM Generation). For a more accessible overview of the research with key insights and examples, check out our blog post: [LightLLM Blog](https://www.light-ai.top/lightllm-blog/2025/06/15/pre3.html)
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medium

For improved readability and conciseness, consider rephrasing the sentence about the blog post. The current phrasing is a bit long and the link text is slightly redundant. A more direct phrasing would improve the flow of the text and ensure grammatical correctness by adding a period at the end.

Suggested change
- [2025/05] LightLLM paper on constrained decoding accepted by [ACL25](https://arxiv.org/pdf/2506.03887) (Pre $^3$: Enabling Deterministic Pushdown Automata for Faster Structured LLM Generation). For a more accessible overview of the research with key insights and examples, check out our blog post: [LightLLM Blog](https://www.light-ai.top/lightllm-blog/2025/06/15/pre3.html)
- [2025/05] LightLLM paper on constrained decoding accepted by [ACL25](https://arxiv.org/pdf/2506.03887) (Pre $^3$: Enabling Deterministic Pushdown Automata for Faster Structured LLM Generation). For an accessible overview of this research, check out our [blog post](https://www.light-ai.top/lightllm-blog/2025/06/15/pre3.html).

- [2025/04] LightLLM paper on request scheduler published in [ASPLOS’25](https://dl.acm.org/doi/10.1145/3676641.3716011) (Past-Future Scheduler for LLM Serving under SLA Guarantees)
- [2025/02] 🔥 LightLLM v1.0.0 release, achieving the **fastest DeepSeek-R1** serving performance on single H200 machine.

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