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diff --git a/README.md b/README.md
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+---
+license: cc0-1.0
+---
+# A version of the GLOBE dataset that works with `load_dataset`
+
+# Important notice
+
+Differences between V2 version and [the version described in paper](https://huggingface.co/datasets/MushanW/GLOBE):
+
+1. The V2 version provide audio in 44.1kHz sample rate. (Supersampling)
+2. The V2 versionn removed some samples (~5%) due to the volumn and text aligment issues.
+
+# Globe
+
+The full paper can be accessed here: [arXiv](https://arxiv.org/abs/2406.14875)
+
+An online demo can be accessed here: [Github](https://globecorpus.github.io/)
+
+## Abstract
+
+This paper introduces GLOBE, a high-quality English corpus with worldwide accents, specifically designed to address the limitations of current zero-shot speaker adaptive Text-to-Speech (TTS) systems that exhibit poor generalizability in adapting to speakers with accents. Compared to commonly used English corpora, such as LibriTTS and VCTK, GLOBE is unique in its inclusion of utterances from 23,519 speakers and covers 164 accents worldwide, along with detailed metadata for these speakers. Compared to its original corpus, i.e., Common Voice, GLOBE significantly improves the quality of the speech data through rigorous filtering and enhancement processes, while also populating all missing speaker metadata. The final curated GLOBE corpus includes 535 hours of speech data at a 24 kHz sampling rate. Our benchmark results indicate that the speaker adaptive TTS model trained on the GLOBE corpus can synthesize speech with better speaker similarity and comparable naturalness than that trained on other popular corpora. We will release GLOBE publicly after acceptance.
+
+## Citation
+```
+@misc{wang2024globe,
+      title={GLOBE: A High-quality English Corpus with Global Accents for Zero-shot Speaker Adaptive Text-to-Speech}, 
+      author={Wenbin Wang and Yang Song and Sanjay Jha},
+      year={2024},
+      eprint={2406.14875},
+      archivePrefix={arXiv},
+}
+```
\ No newline at end of file
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