> For the complete documentation index, see [llms.txt](https://docs.datumo.com/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.datumo.com/documentation/documentation-en/evaluation/how-to-use/3.-benchmark-set-management.md).

# 3. Benchmark set management

## What is a Benchmark Set?

> A Benchmark Set is a collection of reference data for evaluating tasks, and it is an evaluation dataset composed of multiple data points with evaluation purposes and representativeness.

***

## Benchmark Set Upload

You can build a Benchmark Set by uploading the evaluation data you have.

### 1. Upload Dataset

<figure><img src="/files/lLC2jEmA14i3LiYjAa6R" alt=""><figcaption></figcaption></figure>

`Upload File` to analyze.

<figure><img src="/files/fnS6veCcojrKTvH7Ezsm" alt=""><figcaption></figcaption></figure>

Drag the Dataset file to upload, or click the upload area to select a file.\
`csv` or `xlsx` Files in this format can be uploaded.

When uploading a file `Next` the button becomes enabled.

<figure><img src="/files/q7OeVqB1ItVTOpdBZRO8" alt=""><figcaption></figcaption></figure>

The column names of the uploaded file are displayed at the top.

### 2. Edit Data

<figure><img src="/files/a5uSPfdzrlLicUeijrn6" alt=""><figcaption></figcaption></figure>

`Edit` You can edit by pressing the button.

<figure><img src="/files/onn30e08yP17cUezRxi5" alt=""><figcaption></figcaption></figure>

Select a specific cell in the part you want to edit and make changes.

<figure><img src="/files/MCdik4zuZ5TNIIfiMyPo" alt=""><figcaption></figcaption></figure>

If there are any changes `Save` the button becomes enabled.

### 3. Delete Data

<figure><img src="/files/8HIrxacDlYJGd4p4kiFW" alt=""><figcaption></figcaption></figure>

`Edit` You can delete the data you want to remove by selecting the button.

<figure><img src="/files/tqySOpJkPwmMxTQvjsDu" alt=""><figcaption></figcaption></figure>

Select the data you want to delete.\
(When selecting the ID column, it changes to a checkbox.)

When data is selected `Delete Data` the button becomes enabled.

### 4. Add Data&#x20;

<figure><img src="/files/OlSwzaOl6dPWYa11YLE3" alt=""><figcaption></figcaption></figure>

`Edit` You can add data by pressing the button.

<figure><img src="/files/BIvOg7gMjsi14iw0qIoI" alt=""><figcaption></figcaption></figure>

`+Add Data` Select

<figure><img src="/files/vW4JpuQqUvp0SwGFzqw3" alt=""><figcaption></figcaption></figure>

`+Add Data` When selected, a new column is added to the very last column.

After entering the additional data, `Save` When clicked, the added column is saved.

<figure><img src="/files/wp5yFEwtmMPlOcL6dKOU" alt=""><figcaption></figcaption></figure>

***

## AI-based data generation and editing

You can use AI to generate Benchmark Set data or modify existing data.

### 1. Select a generation template

<figure><img src="/files/sumggj4HhVoGepOCZCL6" alt=""><figcaption></figcaption></figure>

`AI Tool` Click to select the template you want to use.

<figure><img src="/files/TdJ9bDkkIDyBGxuFdmF9" alt=""><figcaption></figcaption></figure>

When there is no data `Augmenter` Everything except is disabled.

### 2. Enter generation conditions

Enter the column to generate and the required information.

<figure><img src="/files/LdeYVmcAz5XHxqWZHcjq" alt=""><figcaption></figcaption></figure>

### 3. Add Draft and generate data

If the test results are not satisfactory, add a Draft to improve the instructions, and if the results are satisfactory, generate the data.

<figure><img src="/files/0FLIYO6PY8tC4vgUkd1U" alt=""><figcaption></figcaption></figure>

`+ Create New Draft` 를 클릭하여 Draft를 추가 할 수 있습니다.

`+ Create New Draft` You can add a Draft by clicking.

### 4. Generate data

Data is generated.

<figure><img src="/files/Pxf0YYrDsuDC7UwhstxL" alt=""><figcaption></figcaption></figure>

***

### 🔗 Related documents

* E-1. Creating and managing Criteria — How to configure Criteria, Subgroup, and Task
* E-2. Task Management — How to manage Task basic information, Schema, Metric, and Benchmark Set
* E-4. Adding and managing Metrics — How to create Metrics, map Keys, and set up Preview
* E-5. Run Eval — How to run an evaluation Run and check history
* E-6. Eval Result — How to check evaluation results and manage Errors and Retries
* E-7. Dashboard — How to visualize and analyze evaluation results
