Version 0.0.3

Version 0.0.3 (2024-08-15)

Knowledge graphs have become a crucial bridge between LLMs and AI Agents. the OpenSPG project officially released its first stable version. This release not only inherits all the powerful features of the previous beta version but also brings comprehensive improvements in stability, compatibility, and user experience, aiming to provide a more mature and reliable knowledge construction solution for enterprises and developers.

Highlights of the Release Version:

1. Unified Knowledge Extraction with LLMs

The first stable version of OpenSPG inherits and optimizes the unified knowledge extraction feature from the beta version.
This feature is based on OneKE, a Chinese-English bilingual knowledge extraction grand model jointly released by Ant Group and Zhejiang University. Through techniques like hard negative sampling and schema-rotation-based instruction construction, it enhances the generalization capability of structured information extraction.

2. Product Visualization Interface

The release further strengthens the visualization interface, offering users a more intuitive data exploration and analysis experience. You can now visually inspect modeling results on the page and conduct interactive analysis and reasoning queries.

3. Continuous Optimization and Bug Fixes

Bugfix 1: Initialization exception in knext builder (issue #236 #246)
Bugfix 2: Fixed error in reasoner transform ListOpExpr (#328)
Bugfix 3: Front-end canvas display issue in analysis reasoning (Issue #269)

The release version of OpenSPG is applicable to multiple domains, including but not limited to financial risk control, healthcare, enterprise knowledge management, and intelligent customer service. By constructing high-quality knowledge graphs, it empowers various application scenarios such as decision analysis, recommendation systems, and natural language understanding.

Version 0.0.3 (2024-08-15)

知识图谱已成为连接大模型与智能体的重要桥梁。OpenSPG 项目正式发布首个 Release 版本。这一版本承袭了此前 beta 版本的所有强大功能，在稳定性、兼容性和用户体验方面进行了全面提升，旨在为企业和开发者提供更加成熟可靠的知识构建解决方案。

版本亮点

1. 大模型统一知识抽取

OpenSPG 首个 Release 版本继承并优化了 beta 版本的大模型统一知识抽取功能。这一功能基于蚂蚁集团与浙江大学联合发布的 OneKE 大模型，专注于 Schema 可泛化的信息抽取，通过难负采样和 Schema 轮训式指令构造技术，提升了结构化信息抽取的泛化能力。

2. 产品可视化界面

Release 版本进一步强化了可视化界面，为用户提供了更加直观的数据探索和分析体验。用户现在可以在页面上直观地查看建模结果，并进行交互式分析推理查询。

3. 持续优化与问题修复

Bugfix 1：knext builder初始化异常 (issue #236 #246)
Bugfix 2：修复 reasoner transform ListOpExpr 报错 (#328)
Bugfix 3：分析推理前端画布展示问题 (Issue #269)

OpenSPG 的 Release 版本适用于多个领域，包括但不限于金融风控、医疗健康、企业知识管理、智能客服等，通过构建高质量的知识图谱，赋能决策分析、推荐系统、自然语言理解等多种应用场景。