Add header (logo + badges) and update layout

README.md

@@ -24,7 +24,26 @@ configs:
     path: "audio/*.wav"
 ---
 
-# VoxParadox
+<div align="center">
+
+<img src="assets/voxparadox_logo_full.png" alt="VoxParadox" width="360">
+
+**Do Audio LLMs Listen or Read? Analyzing and Mitigating Paralinguistic Failures with VoxParadox**
+
+Jiacheng Pang<sup>\*</sup>, Ashutosh Chaubey<sup>\*</sup>, Mohammad Soleymani \
+University of Southern California \
+<sub><sup>*</sup> Equal contribution</sub>
+
+[![ICML 2026](https://img.shields.io/badge/ICML-2026-1d4ed8.svg)](https://icml.cc/Conferences/2026)
+[![Paper](https://img.shields.io/badge/Paper-coming%20soon-AD1C18.svg)](#citation)
+[![Project Page](https://img.shields.io/badge/Project-Page-0EA5E9.svg)](https://voxparadox.github.io/)
+[![Code](https://img.shields.io/badge/GitHub-ihp--lab%2FVoxParadox-181717.svg?logo=github)](https://github.com/ihp-lab/VoxParadox)
+[![Models](https://img.shields.io/badge/🤗%20Models-coming%20soon-FFD21E.svg)](#)
+[![License](https://img.shields.io/badge/License-USC%20Research-228B22.svg)](LICENSE)
+
+</div>
+
+---
 
 An adversarial speech QA benchmark for **paralinguistic understanding** in
 Audio LLMs. Each example is built around a controlled linguistic–acoustic
@@ -63,11 +82,13 @@ print(ds[0])           # includes `audio` (decoded), `question`, `choice_a..d`,
 ## File layout
 
 ```
-VoxParadox_public_release/
+.
 ├── metadata.jsonl    # one record per example (loaded by `datasets`)
 ├── voxparadox.json   # same content as JSON array (for direct inspection)
 ├── audio/            # 2,000 wav files
-└── eval.py           # evaluation script (GT accuracy + ALA)
+├── eval.py           # evaluation script (GT accuracy + ALA)
+├── assets/           # logo
+└── LICENSE           # USC Research License
 ```
 
 ## Record schema