Update dataset card with accurate statistics and links

- Update title to match paper
- Update arXiv citation to 2512.14870
- Update project page to gabrieleserussi.github.io/HERBench/
- Add accurate statistics for Full (27,936 questions, 335 videos, 424s avg) and Lite (5,960 questions, 68 videos, 421s avg)
- Add MRFS Analysis section with comparison chart
- Remove coming soon placeholders from links

README.md

@@ -27,15 +27,15 @@ configs:
     path: data/herbench_lite.parquet
 ---
 
-# HERBench: Multi-Evidence Integration in Video Question Answering
+# HERBench: A Benchmark for Multi-Evidence Integration in Video Question Answering
 
 <div align="center">
 
 <img src="assets/HERBench_logo.png" alt="HERBench Logo" width="400"/>
 
-[![Paper](https://img.shields.io/badge/arXiv-XXXX.XXXXX-b31b1b.svg)](https://arxiv.org/abs/XXXX.XXXXX)
+[![Paper](https://img.shields.io/badge/arXiv-2512.14870-b31b1b.svg)](https://arxiv.org/abs/2512.14870)
 [![GitHub](https://img.shields.io/badge/GitHub-HERBench-181717?logo=github)](https://github.com/DanBenAmi/HERBench)
-[![Project Page](https://img.shields.io/badge/Project-Page-blue)](https://danbenami.github.io/herbench)
+[![Project Page](https://img.shields.io/badge/Project-Page-blue)](https://gabrieleserussi.github.io/HERBench/)
 [![License](https://img.shields.io/badge/License-CC%20BY--NC--SA%204.0-lightgrey.svg)](https://creativecommons.org/licenses/by-nc-sa/4.0/)
 [![HF Dataset](https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Dataset-yellow)](https://huggingface.co/datasets/DanBenAmi/HERBench)
 
@@ -57,10 +57,9 @@ configs:
 
 | Metric | Full Version | Lite Version |
 |--------|--------------|--------------|
-| 📊 **Total Questions** | 27,936 five-way multiple-choice | ~5,600 questions (20%) |
-| 🎬 **Videos** | 335 unique videos | ~67 videos (20%) |
-| ⏱️ **Avg. Video Length** | 395 seconds (6.6 minutes) ||
-| 📈 **Mean MRFS (Minimum Required Frame-Set)** | ~5.5 ||
+| 📊 **Total Questions** | 27,936 five-way multiple-choice | 5,960 questions (21.3%) |
+| 🎬 **Videos** | 335 unique videos | 68 unique videos (20.3%) |
+| ⏱️ **Avg. Video Length** | 424 seconds | 421 seconds |
 | 📁 **Total Size** | ~161 GB | ~35 GB |
 
 ### Why HERBench?
@@ -82,7 +81,7 @@ HERBench is available in two versions to accommodate different storage and compu
 - Recommended for: Final paper results, thorough model evaluation, benchmarking
 
 #### Lite Version (~35 GB) 🚀
-- **~5,600 questions** across **~67 videos** (20% subset)
+- **5,960 questions** across **68 videos** (21.3% subset)
 - Same task distribution and difficulty as full version
 - Videos sampled to maintain diversity across all 12 tasks
 - Recommended for: Quick prototyping, limited storage, initial experiments, development
@@ -123,6 +122,23 @@ Current state-of-the-art results on HERBench (Full benchmark):
 
 ---
 
+## 📈 MRFS Analysis
+
+HERBench requires significantly more evidence integration than existing benchmarks, as measured by the **Minimum Required Frame-Set (MRFS)** metric:
+
+<div align="center">
+<img src="assets/mrfs_res.jpg" alt="MRFS Comparison" width="600"/>
+</div>
+
+**Key Insights:**
+
+- **HERBench has the highest MRFS (5.49)** among video QA benchmarks, requiring integration of ~5.5 frames on average
+- **4× larger than existing benchmarks** with lower text-only accuracy (less language bias)
+- **Higher evidential requirement**: Questions cannot be answered from single frames or limited context
+- Demonstrates the need for true multi-evidence reasoning in video understanding
+
+---
+
 ## 🎯 Dataset Features
 
 ### High Evidential Requirement (ER)
@@ -410,7 +426,7 @@ If you use HERBench in your research, please cite:
 @article{herbench2025,
   title={HERBench: A Benchmark for Multi-Evidence Integration in Video Question Answering},
   author={Ben-Ami, Dan and Serussi, Gabriele and Cohen, Kobi and Baskin, Chaim},
-  journal={arXiv preprint arXiv:XXXX.XXXXX},
+  journal={arXiv preprint arXiv:2512.14870},
   year={2025}
 }
 ```
@@ -468,11 +484,10 @@ This work was supported by [Institution/Grant acknowledgments to be added].
 
 ## 🔗 Links
 
-- 📄 **Paper**: https://arxiv.org/abs/XXXX.XXXXX *(coming soon)*
+- 📄 **Paper**: https://arxiv.org/abs/2512.14870
 - 💻 **Code**: https://github.com/DanBenAmi/HERBench
-- 🌐 **Project Page**: https://danbenami.github.io/herbench *(coming soon)*
+- 🌐 **Project Page**: https://gabrieleserussi.github.io/HERBench/
 - 🤗 **Dataset**: https://huggingface.co/datasets/DanBenAmi/HERBench
-- 📊 **Leaderboard**: *(coming soon)*
 
 ---