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Symbol-LLM

https://xufangzhi.github.io/symbol-llm-page/

https://github.com/xufangzhi/Symbol-LLM

AI & ML interests

Natural Language Processing, Large Language Models, Neuro-Symbolic

Organizations

Symbol-LLM's activity

posted an update 4 days ago

Post

1874

🔥Thrilled to release our 8B version of Symbol-LLM-Instruct !

It follows the two-stage training strategy proposed in the original paper and is continually optimized on LLaMA3-Chat-8B model.

Symbol-LLM was accepted by ACL'24 main conference ! See you in Thailand !

Paper link: https://arxiv.org/abs/2311.09278
Paper Title: Symbol-LLM: Towards Foundational Symbol-centric Interface For Large Language Models

1 reply

replied to their post 17 days ago

Thanks for your positive feedback ! 🥳

posted an update 18 days ago

Post

1773

📍Excited to make public a series of checkpoints !

- Final checkpoints after self-training with ENVISIONS framework
- Cover math, logic, and agent domains
- Include 7B / 13B

📕 Check our paper:
Title: Interactive Evolution: A Neural-Symbolic Self-Training Framework For Large Language Models
Link: https://arxiv.org/abs/2406.11736

2 replies

posted an update about 1 month ago

Post

1771

📣Thrilled to make public our recent work ENVISIONS !!!

- Without human annotations !
- Without Distilling Strong LLMs !
- Self-improve LLMs in the environment
- Amazing performances on agentic and reasoning tasks
- Insightful analysis on "why" questions

📝 Title: Interactive Evolution: A Neural-Symbolic Self-Training Framework For Large Language Models

📎 Repo: https://github.com/xufangzhi/ENVISIONS

1 reply

posted an update 4 months ago

Post

1732

Check out our work Symbol-LLM ! We have open-sourced both 7B / 13B model weights, as well as part of the symbolic collections ! Try it !

Paper link: Symbol-LLM: Towards Foundational Symbol-centric Interface For Large Language Models (2311.09278)

Model weights: Symbol-LLM/Symbol-LLM-7B-Instruct