| | --- |
| | language: |
| | - en |
| | license: mit |
| | --- |
| | |
| | # Benchmark Dataset |
| |
|
| | This repository contains a collection of condensed matter physics benchmark problems designed for evaluating Large Language Models (LLMs) on scientific reasoning tasks. |
| |
|
| | ## Data Format |
| |
|
| | Each benchmark problem in the dataset is structured as a JSON object containing the following fields: |
| |
|
| | ### Fields |
| |
|
| | - **Prompt**: The input string that is fed to the LLM |
| | - **Solution**: A LaTeX-formatted string representing the mathematical formula that solves the question posed in the prompt |
| | - **Parameters**: A list of independent tokens that should be treated as single variables in the LaTeX response string. These include: |
| | - Single variables (e.g., `$A$`, `$x$`) |
| | - Greek letters (e.g., `$\epsilon$`) |
| | - Complex strings with subscripts (e.g., `$\delta_{i,j}$`) |
| | |
| | Each parameter should be separated by a semicolon (;). |
| | - **Functions**: A list of tokens that should be treated as a general function in the results string. These functions should act on some object, i.e. if `y` is in the list of functions, we interpret `y(x)` as `y` applied to `x` rather than `y*x`. The function data should be a single string with functions separated by semi-colons. Note that common functions like `sin`, etc. need not be declared. They may take the following forms |
| | - Single letters (e.g., `$A$`, `$x$`) |
| | - Greek letters (e.g., `$\epsilon$`) |
| | - Complex strings with subscripts (e.g., `$\delta_{i,j}$`) |
| |
|
| | ## Example |
| |
|
| | ```json |
| | { |
| | "prompt": "What is the derivative of f(x) = x^2?", |
| | "solution": "\\frac{d}{dx}(x^2) = 2x", |
| | "parameters": "x", |
| | "functions": "" |
| | } |
| | ``` |
