File size: 1,779 Bytes
c31df65 556c903 f7ee640 556c903 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 | ---
license: apache-2.0
---
# AIMS Benchmarks
This repository contains the benchmark data and evaluation resources used in **AIMS (Adaptive Information Multi-source Steering)**.
## Contents
```text
AIMS_Benchmarks/
├── MME_Benchmark_release_version/ # MME
├── amber/ # AMBER
├── chair_coco/ # CHAIR
├── faithscore/ # FaithScore
└── nltk_3-8-1/ # NLTK resources
```
The `nltk_3-8-1` directory contains the **taggers, tokenizers, and corpora** required by the evaluation scripts. These resources correspond to **NLTK 3.8.1** and are provided for convenient offline evaluation.
## Usage
- Download the whole repository:
```bash
hf download VisionXLab/AIMS_Benchmarks --local-dir <your_local_path> --repo-type dataset
```
- Download a specific directory (e.g., AMBER):
```bash
hf download VisionXLab/AIMS_Benchmarks --local-dir <your_local_path> --include "amber/**" --repo-type dataset
```
## Acknowledgements
The included benchmarks and resources are collected from their original projects for reproducible evaluation. Please refer to and cite the original works of **MME, AMBER, CHAIR, FaithScore, MSCOCO, and NLTK** when using the corresponding resources.
## Cite Us
```bibtex
@misc{ma2026visualenhancementadaptivemulticontext,
title={Beyond Visual Enhancement: Adaptive Multi-Context Steering to Mitigate LVLM Hallucinations},
author={Shuran Ma and JiaLe Li and Yuxin Dong and Shan Zheng and Qingyun Jiang and Xiang Chen and Qi Zhu and Deyi Ji and Yifan Yang and Jianfeng Pan and Yu Tian and Xue Yang},
year={2026},
eprint={2610.11907},
archivePrefix={arXiv},
primaryClass={cs.CV},
url={https://arxiv.org/abs/2610.11907},
}
``` |