AI Coder

AI Coder is a tool for recognizing and coding complex psychological content such as limits of knowledge, perspective-taking or empathy, or willingness to compromise. It uses OpenAI's GPT-4o-mini and GPT-4o models for feature identification (presence or absence) in text based on pre-defined instructions.

You may optionally provide a few examples to the large language models to let them perform few-shot classification to improve the accuracy of the results. In that case, you will need to provide a few examples and explanations.

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Few-shot classification example

Feature name
Intellectual Humility
Definition
This category concerns the person recognizing limits of their knowledge. The writer acknowledges that they may not have sufficient knowledge about a particular situation or a person’s behavior to make a comprehensive judgment or response. The statement mentions how additional information could influence their decision and/or change their opinion of the situation. The writer indicates in the statement that they may lack knowledge about the factors that led to the behavior of the individuals involved in the event behave in a particular way.

Present example

Present explanation

I wonder if there’s something more going on than what I’ve been told.

States that they acknowledge a potential gap in their understanding.

Absent example

Absent explanation

I'm sure I understand the whole situation perfectly.

Mentions understanding of the situation, but does not acknowledge potential gaps or a need for more information.

AI Coder

This web application uses OpenAI's GPT-4o-mini and GPT-4o models for feature identification (presence or absence) in text based on pre-defined instructions. Given the definition and some examples of a feature, the large language models will examine each input text and determine whether the feature is present or not. You will need to provide a CSV file with a column containing the input, together with the definition of the feature, and the result will be downloaded as a CSV file.

API Key and CSV file

You will first provide your OpenAI API key and a CSV file containing an input column on this page.
OpenAI API key 
OpenAI charges for using OpenAI API, so an OpenAI API key is required. You can find your API key at https://platform.openai.com/account/api-keys. You can see the pricing at https://openai.com/pricing
Please ensure you have sufficient credit in your OpenAI account and are not exceeding the rate limit. For more information, visit https://platform.openai.com/account/limits

The application runs in your web browser, and the requests are sent to OpenAI directly. The key will never be transmitted to our server or stored in any location at any time.

CSV Input

Please select a CSV file with a column containing the input text you wish to annotate. Please also specify the name of the column that contains the inputs. Here is an example of a desired CSV file:
CSV File 
Please choose a CSV file with a column containing the text to be annotated.
Text Column 
Please enter the column name in the CSV file containing the text to be annotated
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