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Summary of Changes

Hello @flyinglandlord, I'm Gemini Code Assist1! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed!

This pull request focuses on improving the documentation by updating the README.md file. The primary goal is to provide more accurate and comprehensive information regarding a recently accepted research paper, making it easier for users to access both the technical paper and a more digestible overview.

Highlights

  • Documentation Update: Updated the README.md file to correct a link to a research paper and add a new link to a supplementary blog post for better accessibility and context.
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Code Review

This pull request updates the README.md file to change a link for a paper and add a new link to a blog post. My review includes a suggestion to improve the phrasing of the newly added text for better readability and conciseness.


## 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).

@flyinglandlord flyinglandlord merged commit 3eacc13 into main Jul 7, 2025
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@flyinglandlord flyinglandlord deleted the update-readme-news-250707 branch July 7, 2025 08:18
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