OpenR : An Open Source Framework for Advanced Reasoning …
[1] Star: Bootstrapping reasoning with reasoning [2] Quiet-star: Language models can teach themselves to think before speaking [3] Improve mathematical reasoning in language models by automated process supervision
OpenR: An Open Source Framework for Advanced Reasoning …
2024年10月12日 · In this technical report, we introduce OpenR, an open-source framework designed to integrate key components for enhancing the reasoning capabilities of large language models (LLMs). OpenR unifies data acquisition, reinforcement learning training (both online and offline), and non-autoregressive decoding into a cohesive software platform.
PyReason – Neuro Symbolic AI
PyReason is a powerful Python-based temporal first-order logic explainable AI system supporting multi-step inference, uncertainty, open-world reasoning, and graph-based syntax.
An Overview and Comparison of Case-Based Reasoning …
2023年7月30日 · To address this issue, this work provides an overview and comparison of CBR frameworks, focusing on five recent, open-source CBR frameworks: CloodCBR, eXiT*CBR, jColibri, myCBR, and ProCAKE. They are compared by supported CBR types, knowledge containers, CBR phases, interfaces, and special features.
AutoMathCritique
We first propose AutoMathCritique, an automated and scalable framework for collecting critique data, resulting in a dataset of responses paired with step-level feedback. Fine-tuning language models with this dataset enables them to generate natural language feedback for mathematical reasoning. ... To construct the reasoning process in our two ...
AI Reasoning Frameworks for Software - Restackio
2024年11月14日 · Explore AI reasoning frameworks that enhance software applications, focusing on their structure and implementation. Design intelligent agents that execute multi-step processes autonomously. Simulate, time-travel, and replay your workflows. Leverage hundreds of pre-built integrations in the AI ecosystem. Need help with your AI project?
AI Reasoning Frameworks for Engineers | Restackio
2024年11月13日 · Explore AI-driven reasoning frameworks designed for software engineers to enhance decision-making and problem-solving skills. Design intelligent agents that execute multi-step processes autonomously. Leverage hundreds of pre-built integrations in the AI ecosystem. Need help with your AI project?
An Overview and Comparison of Case-Based Reasoning Frameworks
2023年7月30日 · To address this issue, this work provides an overview and comparison of CBR frameworks, focusing on five recent, open-source CBR frameworks: CloodCBR, eXiT*CBR, jColibri, myCBR, and ProCAKE. They...
A COMPARATIVE ANALYSIS OF CASE BASED REASONING SOFTWARE …
This paper presents the comparison, in depth, of the capabilities of two Case-Based Reasoning (CBR) oriented software frameworks myCBR and jCOLIBRI for the development of predictive diagnosis and maintenance systems.
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Reasoning Frameworks
Reasoning frameworks could be applied to software architectures to help guide initial decisions or to source code as a means to justify reduced testing effort. Regard-less, the essence—packaging the knowledge needed to analyze quality behaviors—is the same.