---
license: cc-by-4.0
task_categories:
- text-classification
- summarization
- question-answering
language:
- en
tags:
- nlp
- scientific-papers
- neurips
- openreview
pretty_name: LimAgents limitation with cited papers
size_categories:
- "1K<n<10K"
---

# LimAgents Data

This dataset contains scientific paper metadata and extracted limitation information prepared for use with **LLM Agents**.  
The data comes from NeurIPS 2021–2022 papers and related OpenReview reviews, enriched with *Cited in* information.

## Dataset Structure

The repository contains two main directories:

### 1. `NeurIPS_21_22_Lim_OPR_with_cited_in_by_papers`
This directory includes one JSON file per paper. Each file contains:
- **title**: Original paper title  
- **Abstract**  
- **Introduction**  
- **Related Work**  
- **Methodology**  
- **Experiment and Results**  
- **Limitation**  
- **Review (from OpenReview)**  
- **cited_in**: A list of referenced papers. Each entry includes: `title`, `Abstract`, `Introduction`, `Related Work`, `Methodology`, `Experiment and Results`, `Limitation`.  
- **cited_by**: A list of citing papers. Each entry includes the same fields as in `cited_in`.

This structure enables both *forward* (cited papers) and *backward* (citing papers) navigation for analyzing limitations in scientific research.

### 2. `Neurips_21_22_Limitation_OpenReview`
This directory contains JSON files focused on **limitation extraction** from NeurIPS 2021–2022 papers as annotated from OpenReview. Each file includes:
- **Title**: Paper title
- **Abstract**  
- **Introduction**  
- **Related Work**  
- **Methodology**  
- **Experiment and Results**  
- **Limitation**  
- **Review (from OpenReview)**  
- **Limitation**: Extracted text from author statements or inferred from reviews

## Data Splits

The dataset is not split into train/validation/test. All data is provided for exploratory analysis and downstream use.

## Source

- **Conference**: NeurIPS (2021, 2022)  
- **Reviews**: Extracted from OpenReview

## License

CC-BY-4.0 (please cite if you use this dataset).