Update README.md

README.md

@@ -48,4 +48,75 @@ configs:
   data_files:
   - split: train
     path: data/train-*
+license: cc-by-4.0
+language:
+- en
+size_categories:
+- n<1K
 ---
+
+
+---
+
+# SPOT
+
+> Preprocessed Contents of  **Scientific Paper ErrOr DeTection** (SPOT)  
+> *SPOT contains 83 papers and 91 human-validated errors to test academic verification capabilities.*  
+> *This repo contains preprocessed contents of 62 manuscripts with share-permissive licenses.*  
+
+## 📖 Overview
+
+This repository holds the **full paper files** (parsed Markdown, and base64 encodings of extracted figures) for the subset of SPOT manuscripts that are openly licensed. Combined with the annotations in [SPOT-MetaData](https://github.com/<org>/SPOT-MetaData), you can run end-to-end evaluations of LLMs on multi-modal academic error detection.
+
+> **Benchmark at a glance**
+>
+> * **83** published manuscripts
+> * **91** confirmed errors (errata or retractions)
+> * **10** scientific domains (Math, Physics, Biology, …)
+> * **6** error types (Equation/Proof, Fig-duplication, Data inconsistency, …)
+> * Average paper length: \~12 000 tokens & 18 figures
+
+> **Included**  
+> - **62** open-access papers (CC-BY or equivalent)  
+> - High-fidelity **Markdown** conversions of each PDF  
+> - **base64 encoding** of every figure, table, and equation  
+> - All in **openai api** format. 
+
+> **Excluded**  
+> - Paywalled or proprietary manuscripts (cannot be redistributed)
+
+
+## 📋 Column Descriptions
+
+Each row in `annotations/errors.csv` contains the following fields:
+
+* **`doi/arxiv_id`**:
+  The paper’s DOI (journal) or arXiv identifier.
+* **`title`**:
+  Full title of the manuscript.
+* **`paper_category`**:
+  Scientific domain of the paper, one of:
+  Mathematics, Physics, Biology, Chemistry, Materials Science, Medicine, Environmental Science, Engineering, Computer Science, Multidisciplinary.
+* **`error_category`**:
+  Type of error, one of:
+
+  * `Equation/Proof`
+  * `Figure duplication`
+  * `Data inconsistency`
+  * `Experiment setup`
+  * `Reagent identity`
+  * `Statistical reporting`
+* **`error_location`**:
+  Where the error appears (e.g., Figure 2, Equation (5), Section 3.1, Table 4).
+* **`error_severity`**:
+  Indicates whether the issue led to an `Erratum` correction or a `Retraction`.
+* **`error_annotation`**:
+  Written summary describing the error.
+* **`paper_content`**:
+  Processed content of the full paper (text in markdown, images in base64 encodings).
+* **`error_local_content`**:
+  Extracted snippet around the error—paragraph, caption, or equation block used in experiments in Appendix B.1.
+  
+## 📜 License & Copyright
+> SPOT code: CC-BY-4.0
+> Individual papers & Processed Contents: distributed under their original licenses.