AI Knowledge Base

Research Knowledge Bases and RAG

Translating papers, patents, SOPs, project files and experimental records into a searchable, citationable, sustainable and up-to-date scientific knowledge base to support teams in quick questions and answers and re-use of knowledge.

The scientific knowledge base and the RAG display
01

Solution Overview

Documentation management for scientific teams, project data deposition, experimental SOP queries, testing standards retrospective and internal knowledge questions and answers, with the RAG knowledge base cited by the source. The system will decentralize information for cleansing, slices, quantification, authorization configuration and question-and-answer purposes to reduce the cost of duplicate searches so that knowledge can be stabilized and reused by the team.

Integration of informationAccess to papers, patents, SOPs, reports and experimental records
Semantic SearchMatching paragraphs, charts and sources according to the intent of the problem
Questions and answers citedAnswers include references and reduce non-retroactive conclusions
Knowledge depositionContinuous updating of project experience and internal norms
02

Applications

  • Subject group or intra-enterprise literature, patent and technical information retrieval
  • Experiments SOP, Instrument Method, Test Standards and Safety Code Questions and Answers
  • Centralized management of information, including project reports, minutes of meetings, contract attachments, etc.
  • R & D personnel need to quickly locate formulae, parameters, conditions and sources
  • There is a need to organize scattered documents into an authorized knowledge system
Papers, patents, SOPs and project documentation integration
Knowledge repository
Integrating and cleaning up scientific information
Integration of information
Vector Retrieval and Problem Matching scene
Semantic Search
The scientific question and answer scene with the quoted source
Questions and answers cited
03

Overall process

1. Needs researchUse Roles
Scope of information
2. Data collectionFile Collapse
Format Conversion
3. Knowledge processingSlice Description
Vector Index
4. System constructionRetrieval questions and answers
Permission Configuration
5. Validation optimizationProblem set testing
Answer calibration
6. Upline deliveryDeployment training
Ongoing maintenance
04

Technical modules

  • Information governance:Support PDF, Word, PPT, Excel, Web and Photo OCR content collation.
  • Retrieval enhancement generation:Increased incidence of complex problem hits in combination with vector retrieval, keyword recall and reordering.
  • Sources can be traced:Answers to retain quoted paragraphs, file names and page numbers for manual review.
  • Authority and security:Access to borders by subject, sector or project.
  • _Other OrganiserSupport the incremental inventory of additional information and maintain the long-term availability of the knowledge base.
05

Project value

Reduce search timeMoving from file retrieval to direct question and source jump
Enhancing knowledge reuseLet paper, SOP and project experience sink into team assets
Reducing the response riskLimit output quality with reference and assessment questions set
Support for internal collaborationHarmonization of access to cross-project information and technical experience
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