Commit
·
6b07fdb
0
Parent(s):
Initial commit: Add NeurIPS papers dataset with reviews and rebuttals
Browse files- .gitattributes +1 -0
- README.md +80 -0
- merged_neurips_dataset.csv +3 -0
.gitattributes
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
*.csv filter=lfs diff=lfs merge=lfs -text
|
README.md
ADDED
|
@@ -0,0 +1,80 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
license: mit
|
| 3 |
+
---
|
| 4 |
+
|
| 5 |
+
# NeurIPS Papers Dataset
|
| 6 |
+
|
| 7 |
+
This dataset contains information about NeurIPS conference paper submissions including peer reviews, author rebuttals, and decision outcomes across multiple years.
|
| 8 |
+
|
| 9 |
+
## Files
|
| 10 |
+
|
| 11 |
+
- `merged_neurips_dataset.csv`: Main dataset file containing all paper submission data
|
| 12 |
+
|
| 13 |
+
## Dataset Structure
|
| 14 |
+
|
| 15 |
+
The CSV file contains the following columns:
|
| 16 |
+
|
| 17 |
+
- `title`: Paper title
|
| 18 |
+
- `paper_decision`: Decision outcome (Accept/Reject with specific categories)
|
| 19 |
+
- `review_1`, `review_2`, etc.: Peer reviews from different reviewers
|
| 20 |
+
- `rebuttals_1`, `rebuttals_2`, etc.: Author rebuttals responding to reviews
|
| 21 |
+
- `global_rebuttals`: Overall author responses
|
| 22 |
+
- `dataset_source`: Source of the data
|
| 23 |
+
- `conference_year`: Year of the conference
|
| 24 |
+
|
| 25 |
+
## Usage
|
| 26 |
+
|
| 27 |
+
```python
|
| 28 |
+
import pandas as pd
|
| 29 |
+
|
| 30 |
+
# Load the dataset
|
| 31 |
+
df = pd.read_csv('merged_neurips_dataset.csv')
|
| 32 |
+
|
| 33 |
+
# Example: Print first paper title
|
| 34 |
+
print(df['title'].iloc[0])
|
| 35 |
+
|
| 36 |
+
# Example: Filter accepted papers
|
| 37 |
+
accepted_papers = df[df['paper_decision'].str.contains('Accept', na=False)]
|
| 38 |
+
print(f"Number of accepted papers: {len(accepted_papers)}")
|
| 39 |
+
|
| 40 |
+
# Example: Analyze decision distribution
|
| 41 |
+
decision_counts = df['paper_decision'].value_counts()
|
| 42 |
+
print(decision_counts)
|
| 43 |
+
```
|
| 44 |
+
|
| 45 |
+
## Sample Data Structure
|
| 46 |
+
|
| 47 |
+
Each row represents a paper submission with associated reviews and rebuttals:
|
| 48 |
+
|
| 49 |
+
```
|
| 50 |
+
title: "Stress-Testing Capability Elicitation With Password-Locked Models"
|
| 51 |
+
paper_decision: "Accept (poster)"
|
| 52 |
+
review_1: "Summary: The paper studies whether fine-tuning can elicit..."
|
| 53 |
+
rebuttals_1: "Rebuttal 1: Thanks for the review! We are glad you found..."
|
| 54 |
+
...
|
| 55 |
+
```
|
| 56 |
+
|
| 57 |
+
## Data Statistics
|
| 58 |
+
|
| 59 |
+
- **File size**: ~287MB
|
| 60 |
+
- **Format**: CSV with comma-separated values
|
| 61 |
+
- **Encoding**: UTF-8
|
| 62 |
+
- **Contains**: Paper reviews, rebuttals, and metadata from NeurIPS conferences
|
| 63 |
+
|
| 64 |
+
## Use Cases
|
| 65 |
+
|
| 66 |
+
This dataset is valuable for:
|
| 67 |
+
|
| 68 |
+
- **Peer review analysis**: Study patterns in academic peer review
|
| 69 |
+
- **Natural language processing**: Train models on academic text
|
| 70 |
+
- **Research evaluation**: Analyze correlation between reviews and acceptance
|
| 71 |
+
- **Academic writing**: Understand successful paper characteristics
|
| 72 |
+
- **Sentiment analysis**: Analyze reviewer sentiment and author responses
|
| 73 |
+
|
| 74 |
+
## Citation
|
| 75 |
+
|
| 76 |
+
If you use this dataset in your research, please cite appropriately and ensure compliance with NeurIPS terms of service.
|
| 77 |
+
|
| 78 |
+
## License
|
| 79 |
+
|
| 80 |
+
This dataset is released under the MIT License. Please ensure you have appropriate permissions to use this data and comply with NeurIPS's terms of service.
|
merged_neurips_dataset.csv
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:c79db0ab18e6e6b490f739632d27edcd76e195f5430b28cbc57be592687a4c19
|
| 3 |
+
size 300768926
|