sudoku — 3 Technical Articles

Mar 17, 2025 · Artificial Intelligence

Can a 7B Language Model Solve Sudoku with Reinforcement Learning? Findings and Lessons

This article details a reinforcement‑learning experiment that teaches 7B‑ and 3B‑parameter language models to solve Sudoku, covering data preparation, GRPO‑based reward design, training configurations, performance comparisons, key insights, and future research directions.

GRPOReward Designlanguage models

0 likes · 15 min read

Can a 7B Language Model Solve Sudoku with Reinforcement Learning? Findings and Lessons

Baobao Algorithm Notes

Mar 16, 2025 · Artificial Intelligence

Can a 7B LLM Master Sudoku From Scratch Using Reinforcement Learning?

This article details how a 7B parameter language model, fine‑tuned with DeepSeek's GRPO reinforcement‑learning algorithm and a carefully crafted multi‑component reward system, learned to solve Sudoku puzzles without any cold‑start data, outperforming a comparable 3B model and revealing key insights for structured reasoning tasks.

AI trainingGRPOQwen

0 likes · 15 min read

Can a 7B LLM Master Sudoku From Scratch Using Reinforcement Learning?

Python Crawling & Data Mining

Jul 11, 2021 · Artificial Intelligence

Can Python Solve Sudoku in Seconds? Automate with Selenium & Backtracking

Learn how to automate a web-based Sudoku game using Python's Selenium for data extraction, implement an efficient backtracking and bitwise algorithm to solve the puzzle, and programmatically fill the solution back into the browser, achieving performance improvements from 17 seconds to just over 3 seconds.

AutomationBacktrackingPython

0 likes · 11 min read

Can Python Solve Sudoku in Seconds? Automate with Selenium & Backtracking