Create README.md

README.md

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+---
+license: odc-by
+language:
+- en
+tags:
+- math
+- education
+---
+
+# Dataset Card for MathFish Tasks
+
+<!-- Provide a quick summary of the dataset. -->
+
+This dataset is a derivative of [MathFish](https://huggingface.co/datasets/allenai/mathfish), where dev set examples are inserted into prompts for models to assess their abilities to verify and tag standards in math problems.
+
+See [MathFish](https://huggingface.co/datasets/allenai/mathfish) for more details on sources, creation, and uses of this data.
+
+This data can be used in conjunction with our model API wrapper included in this [Github repository](https://github.com/allenai/mathfish/tree/main).
+
+## Dataset Details
+
+### Dataset Description
+
+- **Curated by:** Lucy Li, Tal August, Rose E Wang, Luca Soldaini, Courtney Allison, Kyle Lo
+- **Funded by:** The Gates Foundation
+- **Language(s) (NLP):** English
+- **License:** ODC-By 1.0
+
+## Dataset Structure
+
+<!-- This section provides a description of the dataset fields, and additional information about the dataset structure such as criteria used to create the splits, relationships between data points, etc. -->
+
+Files are named in the following manner: 
+
+```
+data_{task format}-{mathfish data split}_{other parameters}_{prompt number}_{table format}.jsonl
+```
+
+Each line in a tagging file is formatted as the following: 
+
+```
+{
+  "id": unique instance ID
+  "dataset": some grouping of instances within a given task format,
+  "messages": [
+    {
+      "role": "user",
+      "prompt_template": "",
+      "options": [
+        # a list of tagging options
+      ],
+      "problem_activity": "",
+    },
+    {
+      "role": "assistant",
+      "response_template": "{option}",
+      "response_format": "", # e.g. json or comma-separated list
+      "correct_option_index": [
+        # integer indices here that correspond to "options" above
+      ]
+    }
+  ]
+}
+```
+
+Each instance may also include keys indicating few-shot exemplars. 
+
+Note that files labeled with `entailment` are inputs for the task we call "verification" in our paper. In verification files, the format is similar to tagging above, but instead of an `options` key, there is a `standards_description` key including a natural language description of a math standard, and the assistant's dictionary includes a yes/no entry for whether the given problem `aligns` with the described standard. 
+
+## Dataset Creation
+
+The prompts in this repository are filtered by testing 15 possible prompts from [this file](https://github.com/allenai/mathfish/blob/main/mathfish/datasets/prompts.json) across three models: Llama 2 70B, Mixtral 8x7B, and GPT-4-turbo. This repo includes each models' top three performing prompts on tagging and verification tasks, to facilitate reproducibility of the findings in our paper (link TBD).
+
+## Citation
+
+<!-- If there is a paper or blog post introducing the dataset, the APA and Bibtex information for that should go in this section. -->
+
+BibTeX TBD
+
+## Dataset Card Contact
+
+kylel@allenai.org