Update README.md

README.md

@@ -36,7 +36,7 @@ configs:
 
 ## Datset Summary
 
-BeanCounter is a low-toxicity, large-scale, and open dataset of business-oriented text. See [Wang and Levy (2024)](ToDo) for details of the data collection, analysis, and some explorations of using the data for continued pre-training.
+BeanCounter is a low-toxicity, large-scale, and open dataset of business-oriented text. See [Wang and Levy (2024)](https://arxiv.org/abs/2409.17827) for details of the data collection, analysis, and some explorations of using the data for continued pre-training.
 
 The data is sourced from the Electronic Data Gathering and Retrieval (EDGAR) system operated by the United States Securities and Exchange Commission (SEC). Specifically all filings submitted to EDGAR from 1996 through 2023 (validation splits are based on a random sample of data from January and February of 2024). We include three configurations of the dataset: `clean`, `default`, and `sample`. These consist of:
 
@@ -50,13 +50,14 @@ The data is sourced from the Electronic Data Gathering and Retrieval (EDGAR) sys
 The dataset is provided under the [ODC-By](https://opendatacommons.org/licenses/by/1-0/) license. Cite our work as:
 
 ```
-@article{
-    wangLevy2024, 
-    title={
-        BeanCounter: A low-toxicity, large-scale, and open dataset of business-oriented text
-    }, 
-    author={Siyan Wang and Bradford Levy}, 
-    year={2024}
+@misc{wang2024beancounterlowtoxicitylargescaleopen,
+	title        = {BeanCounter: A low-toxicity, large-scale, and open dataset of business-oriented text},
+	author       = {Siyan Wang and Bradford Levy},
+	year         = 2024,
+	url          = {https://arxiv.org/abs/2409.17827},
+	eprint       = {2409.17827},
+	archiveprefix = {arXiv},
+	primaryclass = {cs.CL}
 }
 ```
 ### In Hugging Face Datasets
@@ -79,7 +80,7 @@ print(f"EXCERPT: \n\n{beancounter['train'][1000]['text'][:1000]}")
 
 # Datasheet
 
-Questions from the [Datasheets for Datasets](https://arxiv.org/abs/1803.09010) paper, v7.
+Questions from the Datasheets for Datasets paper, v7.
 
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