引入rethink 的好处体现在两个方面:从代码生成的角度看,这个 rethink 过程细化了导致正确代码的思维过程。从 MCTS 的角度看,这个 rethink 本质上细化了当前的动作。由于 MCTS 树是一步步构建的,因此提高当前动作的质量可以让 LLM 在近乎无限的搜索空间中探索出更多最优路径,从而提升树的整体搜索质量。
论文标题RethinkMCTS: Refining Erroneous Thoughts in Monte Carlo Tree Search for Code Generation,原文 https://arxiv.org/abs/2409.09584v1。用MCTS增强的LLM agent在代码生成方面取得了显著的性能,但也存…
SRA-MCTS: Self-driven Reasoning Augmentation with Monte Carlo Tree Search for Code Generation 📄 Paper | 🤗 Quick start 🎰 Datasets | ⚖️ Apache-2.0 License Table of Contents Overview Experimental Results Comparison between External Model Generated Data and Self-Generated Data Ablation Exp...
We use the automated metrics SARI and BLEU provided byEASSE, and the HSK-Level provided by Kong et al. in their paperMultitasking framework for unsupervised simple definition generation. Note: If you are using the EASSE package for evaluation, you should first TOKENIZE all test data. ...
•Code: https://github.com/maitrix-org/llm-reasoners •Demo: https://github.com/maitrix-org/llm-reasoners/blob/main/demo.ipynb 1 Motivation • 尽管COT表现不错,但是当前LLM在生成plan、复杂数学推理、逻辑推理时仍然表现不够好。
https://stackoverflow.com/questions/33696091/efficient-tree-implementation-in-matlab 1 Comment Walter Robersonon 26 Mar 2022 That link provides explicit example MATLAB code for Monte Carlo Tree Search. What more do you need? Sign in to comment. ...
The Boolean Satisfiability (SAT) problem is an NP-complete decision problem, which has applications in a number of topics like automatic test case generation [15], formal verification [4], and many more. One main reason for the usage of SAT in those fields is the existence of efficiently pe...
Repository for [RethinkMCTS: Refining Erroneous Thought in Monte Carlo Tree Search For Code Generation]. Run: Download the raw data, change the path in function "get_raw_data_path()" in "utils/util.py" to your raw data path. First set your own OpenAI API key in run.py. Then, to te...
我们采用EASSE提供的自动化评估指标SARI、BLEU,以及Kong等人在论文《[Multitasking framework for unsupervised simple definition generation](https://arxiv.org/abs/2203.12926)》中提供的HSK-Level评估方式。 *注:若您使用[EASSE](https://github.com/feralvam/easse)软件包进行评估,您应该先对所有测试数据执行分词...
Thus, source device 12, sub-bitstream extraction unit 24, and destination device 14 may code an MCTS nesting SEI message of an access unit only when the access unit includes an MCTS-EIS SEI message. a. Alternatively, a constraint may be imposed that an MCTS nesting SEI message shall not...