Update README.md

README.md

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 # TIMITPhones: TIMIT Phoneme Dataset
 
+This corpus is a phoneme‑level derivative of the original TIMIT Acoustic‑Phonetic Continuous Speech Corpus.  
+Each entry pairs a 1‑second waveform excerpt with a single phoneme label taken from the 61‑phone TIMIT inventory 
+(the mapping to 39‑phone and broad‑class sets is also provided).
+
+This version is designed for quick prototyping of phoneme classifiers or probing acoustic representations.
+
+
+## Supported Tasks and Leaderboards
+- Automatic Speech Recognition (phoneme classification)
+- Representation Probing (e.g. evaluate SSL acoustic models)
+
+## Languages
+- American English (predominantly GenAm, multiple dialects represented).
+
+## Source Data
+The source material is the licensed TIMIT corpus (LDC93S1). Waveforms were segmented to align with individual 
+phone boundaries using the provided ```.PHN``` time‑marks.
+
+## Annotations
+Phoneme boundaries originate from the manual TIMIT annotations. No additional human annotation was performed.
+
 ## Authors
 
 - [@IParraMartin](https://github.com/IParraMartin)
 
+## Citation
+```
+@misc{parra2025timitphones,
+  title   = {TIMIT Phones (Trimmed): A Phoneme‑level Corpus for Speech Representation Probing},
+  author  = {Parra, Iñigo},
+  year    = 2025,
+  url     = {https://huggingface.co/datasets/<YOUR_USERNAME>/<REPO_NAME>},
+  note    = {Version 1.0.0}
+}
+```
+
 
 ## References
 [1] Garofolo, John S., et al. TIMIT Acoustic-Phonetic Continuous Speech Corpus LDC93S1. Web