Some parts of this page may be machine-translated.

Generative AI LLM RAG Data Structuring Service

Generative AI LLM RAG
Data Structuring Service

Data Structuring Support Service for Improving LLM Accuracy in Generative AI

Over 48 million teacher data creation achievements,
including GAFAM

At Human Science, we have been operating in manual production and translation services for over 35 years.
Our diverse core skills, cultivated through extensive experience, are also applied to our annotation business.
We solve customer challenges through various operational methods tailored to each project, including remote work, onsite support, and on-premises deployment at client locations.

What is Generative AI LLM RAG
Data Structuring Service

Data structuring refers to the process of organizing vast amounts of data and converting it into a format that is easy for machines to understand. In generative AI, especially for improving the accuracy of large language models (LLMs), the quality and structure of data have a significant impact. At Human Science, we specialize in supporting these processes to achieve high-quality data structuring.

What is the Generative AI LLM RAG Data Structuring Service?

Do you have any concerns
related to data structuring?

  • The accuracy of LLM responses is not improving.
    Not only structuring the existing internal documents,
    but also the way to create and manage documents
    that improve response accuracy
    is something we want support with.
    Please assist us with this.

  • There are a large number of documents containing images, videos, charts, and other
    information,
    and
    the burden of resource and cost
    is significant.

  • Internal data handles a lot of
    confidential information,
    causing concerns
    about security.

Human Science Co., Ltd. is...

We solve your problems related to data structuring

Human Science Data Structuring Service
FeaturesFeature

Feature01

Document Creation and Management Expertise Since Our Founding
Our company started its business with manual and document production, so we have extensive know-how related to various documents. Currently, we also engage in consulting for production and operation, leveraging our expertise in LLM RAG data structuring. We can support not only data structuring but also the creation and management of documents that improve answer accuracy.

Feature02

Text data,
video, audio data,
and all kinds of unstructured data supported
We can structure data in various formats such as text, video, audio, and images. Not only do we offer annotation services, but we also leverage our extensive knowledge of document structures gained from years of experience in creating manuals and video content since our founding, enabling us to deliver high-quality data structuring.

Feature03

Comprehensive Security System
Our office has obtained ISMS certification* and is equipped to handle work in secure rooms such as office security rooms. Therefore, we can ensure security even for projects that handle highly confidential data such as personal information.
Additionally, for clients who wish to avoid using crowdsourcing, we can also provide on-site support at the client's location.*ISMS certification: An evaluation system established by the Japan Information Processing Development Corporation (JIPDEC) (ISMS Conformity Assessment System)

Use Cases of Data Structuring Services
FieldField

Document Structuring
This involves structuring data such as documents, diagrams, tables, and layouts contained within documents that are difficult for LLMs to recognize in their original form.
It helps reduce the risk of generating incorrect answers and contributes to producing more accurate responses.
Category
We perform the task of categorizing data into specific categories or groups. This helps in organizing the data.
Data Cleansing
This process involves removing erroneous information that causes noise from the dataset to improve data quality. It is an essential task for enhancing the accuracy of AI.

Data Structuring ServicesAchievements & ExamplesCase Study

Data Structuring of Medical Documents
Medical Device Manufacturer Company C

Required
Tasks
  • Data Structuring of Charts and Graphs in Medical Documents
Customer's
Challenges
  • I want to structure a large number of charts and tables attached as images in PDF documents into numerical data.
  • Conducting this in-house requires a tremendous amount of time and effort, which would burden core business operations, so we are considering utilizing a vendor.
Proposal Details and
Key Points
  • Rapid project launch utilizing our contracted annotators (experienced in medical annotation).
    Since the work data includes English documents, we assign contracted staff proficient in English.
  • By using automatic reading tools such as graphs, we achieve reduced variation in reading accuracy and faster work.
  • Assuming a large number of exceptions and edge cases not covered in the specifications.
    By consolidating feedback and revisions to the specifications from the PM, as well as information arising during work, and sharing it with the client to maintain close communication, we ensure quality.
Number of Tasks
2,000 items
Work Period
2 months
Customer Feedback
  • There were parts we started in a trial-and-error manner, but they understood what we most desired and pointed out things we hadn't noticed.
    We were very satisfied, ranking at the top level compared to other companies in the testing.
  • We were aware of the roughness and difficulty in reading the supplied image data, but despite that, the work progressed smoothly, and we truly felt they are annotation professionals.
  • We were concerned about proceeding with work while specifications were unclear and the quality might decline, but it was good that they asked proper questions.
    Many of the questions were on point, and towards the end, we felt reassured.

Data Structuring ServicesService FlowProcess

  • 01

    Hearing

    Provide materials such as sample data and work specifications.
  • 02

    Quotation

    We will provide a quote based on the sample data and specifications you provide.
    *If the details are not decided, we will set the prerequisites and provide a quote and delivery date
  • 03

    Sample Delivery

    Perform the initial delivery at the early stage of the project. Receive feedback and realign understanding again.
  • 04

    Data Structuring and
    Annotation

    Regular progress reports. Contact us promptly if there are any questions. Update work instructions and notify as needed.
  • 05

    Delivery

    Conduct review meetings upon request.

Data Structuring ServicesPricePrice

LLM RAG Data Structuring
(Price Reference Example)

Digitization of Figures and Graph Data in PDF
LLM Training Dataset Creation
Work Content This is the task of extracting and quantifying graphs and other images embedded in PDF documents.
This task involves creating question and answer sentences for conversations based on specific scenarios.
Workload / Delivery Date PDF:500 files (total 33,000 pages) / about 1.5 months 5,000 sets / about 3 weeks
Working Conditions and Others Domestic remote work, full inspection
Number of work targets: About 4 locations per file
Domestic remote work, full inspection
Price 1,000,000 yen and up 350,000 yen~

*The above is a reference example of pricing based on assumed work. Actual fees and delivery times may vary depending on the specific work specifications and conditions. Please contact us first.

For estimates, please make your request through the inquiry form.

Data Structuring ServicesFrequently Asked QuestionsFAQ

I am worried about whether we can get the right personnel to work on the project. +
At Human Science, we verify the content of the work before starting a project and assign personnel that fit the characteristics.
We achieve effective team formation based on the aptitude and past experience of our contracted workers, as well as the multifaceted personnel evaluation results conducted for each project.
Do you use crowdsourcing to hire data annotators? +
Human Science does not use crowdsourcing.
Tasks are handled by contracted annotators who have passed the trial. We continuously provide security education, personnel evaluation, and training to workers to ensure improved and stable security and quality.
I am worried about the work quality of offshore projects. +
At Human Science, even for offshore projects, domestic project managers oversee the management, and quality control is conducted domestically.
Therefore, we can provide high-quality training data that is comparable to domestic work.
Due to the difficulty of the task, not only the staff assigned to the work but also the project manager need to undergo training before starting. Is this feasible?+
Yes. We will accommodate your request.
Our project manager will undergo training before starting the work. We will respond according to the project using various methods such as remote training, training at the customer's site, or using our security room.
This is a medical-related project. Would it be possible to have supervision and review by a doctor?  +
Yes, that is possible. We will respond individually, depending on the contents and field of expertise.

Useful MaterialsDownloads

Annotation Services Industry-specific Use CasesIndustry

Contact Us / Free Trial

TOP