Update README.md

README.md

@@ -404,7 +404,8 @@ data['test'][0]
 ```
 
 ## 📌 ASR Evaluation Configurations
-
+<details>
+  
 | Config Name | Language | ISO | # Samples | # Hours |
 |-------------|----------|-----|----------|--------|
 | asr_test_Akuapim-twi | Akuapim-twi | Akuapim-twi | 1,000 | 1.35 |
@@ -449,8 +450,11 @@ data['test'][0]
 | asr_test_yor | Yoruba | yor | 359 | 0.42 |
 | asr_test_zgh | Standard Moroccan Tamazight | zgh | 197 | 0.22 |
 | asr_test_zul | Zulu | zul | 1,000 | 1.10 |
+  
+</details>
 
 ## 📌 TTS Evaluation Configurations
+<details>
 
 | Config Name           | Language        | ISO          | # Samples | # Hours |
 |----------------------|----------------|-------------|----------|--------|
@@ -467,27 +471,39 @@ data['test'][0]
 | tts_test_sot         | Southern Sotho | sot         | 210      | 0.33   |
 | tts_test_Akuapim-twi | Akuapim-twi    | Akuapim-twi | 83       | 0.22   |
 
+</details>
 
 ## 📌 SLID Evaluation
+<details>
 
 | Config Name   | Language Scope | # Samples | # Hours |
 |--------------|---------------|----------|--------|
 | slid_61_test | 61 Languages  | 21,817       | 34.36 |
 
+</details>
 
 ## 📌 Training data
+<details>
+
 | Config Name    | Language     | # Samples (Train / Dev)   | # Hours (Train / Dev)   |
 |----------------|-------------|---------------------------|-------------------------|
 | asr_train_dev  | 42 languages | 218,515 / 7,500           | 204.51 / 10.49          |
 | slid_train_dev | 49 languages | 355,337 / 8,529           | 330.50 / 13.49          |
 | tts_train_dev  | 7 languages | 81,729 / 1,347            | 140.51 / 3.49           |
 | **TOTAL**      |              | **655,581 / 17,376**      | **675.52 / 27.47**      |
-## Citation
 
-If you use the Simba models or SimbaBench  benchmark for your scientific publication, or if you find the resources in this website useful, please cite our paper.
+</details>
 
-```bibtex
+--- 
+
+##  📖  Citation
+
+If you use the **SimbaBench** dataset for your scientific publication, or if you find the resources in this repository useful, please cite our paper and the original dataset papers.
 
+
+#### 📄 SimbaBench Paper
+
+```bibtex
 @inproceedings{elmadany-etal-2025-voice,
     title = "Voice of a Continent: Mapping {A}frica{'}s Speech Technology Frontier",
     author = "Elmadany, AbdelRahim A.  and
@@ -510,7 +526,393 @@ If you use the Simba models or SimbaBench  benchmark for your scientific publica
     pages = "11039--11061",
     ISBN = "979-8-89176-332-6",
 }
+```
+
+#### 📄 Original ASR Datasets Citation
+
+<details>
+<summary><b>Besacier & Gauthier, 2023 — Alffa Public</b></summary>
+
+```bibtex
+@misc{besacier-gauthier-2023-alffa,
+  author       = {Besacier, Laurent and Gauthier, Elodie},
+  title        = {{ALFFA\_PUBLIC}: {A}frican Languages Factored Lattices
+                  for Automatic Speech Recognition},
+  year         = {2023},
+  howpublished = {\url{https://github.com/getalp/ALFFA_PUBLIC}},
+}
+```
+
+</details>
+
+<details>
+<summary><b>Sikasote & Anastasopoulos, 2022 — BembaSpeech</b></summary>
+
+```bibtex
+@inproceedings{sikasote-anastasopoulos-2022-bembaspeech,
+  author    = {Sikasote, Claytone and Anastasopoulos, Antonios},
+  title     = {{BembaSpeech}: A Speech Recognition Corpus for the
+               Bemba Language},
+  booktitle = {Proceedings of the Language Resources and Evaluation
+               Conference},
+  pages     = {7277--7283},
+  year      = {2022},
+  address   = {Marseille, France},
+  publisher = {European Language Resources Association},
+}
+```
+
+</details>
+
+<details>
+<summary><b>Mozilla Foundation, 2023 — Common Voice (CV-19)</b></summary>
+
+```bibtex
+@misc{mozilla-2023-commonvoice,
+  author       = {{Mozilla Foundation}},
+  title        = {Mozilla Common Voice: A Massively Multilingual Open
+                  Dataset for Voice Technologies},
+  year         = {2023},
+  howpublished = {\url{https://commonvoice.mozilla.org}},
+}
+```
+
+</details>
+
+<details>
+<summary><b>Asamoah Owusu et al., 2022 — Financial Speech</b></summary>
+
+```bibtex
+@misc{asamoahowusu-etal-2022-financialspeech,
+  author       = {{Asamoah Owusu}, D. and Korsah, A. and Quartey, B.
+                  and {Nwolley Jnr.}, S. and Sampah, D.
+                  and Adjepon-Yamoah, D. and {Omane Boateng}, L.},
+  title        = {Financial Inclusion Speech Dataset},
+  year         = {2022},
+  howpublished = {\url{https://github.com/Ashesi-Org/Financial-Inclusion-Speech-Dataset}},
+  note         = {Created by Ashesi University and Nokwary Technologies
+                  with funding from Lacuna Fund},
+}
+```
+
+</details>
+
+<details>
+<summary><b>Gauthier et al., 2024 — Kallaama</b></summary>
+
+```bibtex
+@inproceedings{gauthier-etal-2024-kallaama,
+  author    = {Gauthier, Elodie and Ndiaye, Aminata and Guissé, Abdoulaye},
+  title     = {Kallaama: A Transcribed Speech Dataset about Agriculture
+               in the Three Most Widely Spoken Languages in {S}enegal},
+  booktitle = {Proceedings of the Fifth Workshop on Resources for
+               African Indigenous Languages ({RAIL}) @ {LREC-COLING} 2024},
+  year      = {2024},
+  address   = {Lannion, France; Dakar and Thiès, Sénégal},
+}
+```
+
+</details>
+
+<details>
+<summary><b>Van Heerden et al., 2016 — Lwazi</b></summary>
+
+```bibtex
+@inproceedings{vanheerden-etal-2016-lwazi,
+  author    = {Van Heerden, Charl and Kleynhans, Neil and Davel, Marelie H.},
+  title     = {Improving the {Lwazi} {ASR} Baseline},
+  booktitle = {Proceedings of Interspeech 2016},
+  year      = {2016},
+}
+```
+
+</details>
+
+<details>
+<summary><b>NaijaVoices, 2024 — Naija Voices</b></summary>
+
+```bibtex
+@misc{naijavoices-2024,
+  author       = {{NaijaVoices}},
+  title        = {{NaijaVoices} Dataset: A Multilingual Speech Corpus
+                  for {N}igerian Languages},
+  year         = {2024},
+  howpublished = {\url{https://naijavoices.com/}},
+}
+```
+
+</details>
+
+<details>
+<summary><b>Barnard et al., 2014 — NCHLT + AUX1/2</b></summary>
+
+```bibtex
+@inproceedings{barnard-etal-2014-nchlt,
+  author    = {Barnard, Etienne and Davel, Marelie H. and
+               Van Heerden, Charl and De Wet, Febe and Badenhorst, Jaco},
+  title     = {The {NCHLT} Speech Corpus of the {S}outh {A}frican Languages},
+  booktitle = {Proceedings of the 2014 Spoken Language Technologies for
+               Under-resourced Languages ({SLTU}) Workshop},
+  pages     = {194--200},
+  year      = {2014},
+  address   = {St. Petersburg, Russia},
+}
+```
+
+</details>
+
+<details>
+<summary><b>Doumbouya et al., 2021 — Nicolingua (0003 & 0004)</b></summary>
+
+```bibtex
+@inproceedings{doumbouya-etal-2021-nicolingua,
+  author    = {Doumbouya, Moussa and Einstein, Lisa and Piech, Chris},
+  title     = {Using Radio Archives for Low-Resource Speech Recognition:
+               Towards an Intelligent Virtual Assistant for Illiterate Users},
+  booktitle = {Proceedings of the {AAAI} Conference on Artificial Intelligence},
+  volume    = {35},
+  year      = {2021},
+}
+```
+
+</details>
+
+<details>
+<summary><b>Gutkin et al., 2020 — YorubaVoice</b></summary>
+
+```bibtex
+@inproceedings{gutkin-etal-2020-yoruba,
+  author    = {Gutkin, Alexander and Demirşahin, Işın and
+               Kjartansson, Oddur and Rivera, Clara and Túbòsún, Kólá},
+  title     = {Developing an Open-Source Corpus of {Y}oruba Speech},
+  booktitle = {Proceedings of Interspeech 2020},
+  pages     = {404--408},
+  year      = {2020},
+  address   = {Shanghai, China},
+  publisher = {International Speech and Communication Association ({ISCA})},
+  doi       = {10.21437/Interspeech.2020-1096},
+}
+```
+
+</details>
 
+<details>
+<summary><b>Sikasote et al., 2023 — Zambezi Voice (ASR & Audio Only)</b></summary>
+
+```bibtex
+@inproceedings{sikasote-etal-2023-zambezi,
+  author    = {Sikasote, Claytone and Siaminwe, Kalinda and Mwape, Stanly
+               and Zulu, Bangiwe and Phiri, Mofya and Phiri, Martin
+               and Zulu, David and Nyirenda, Mayumbo and Anastasopoulos, Antonios},
+  title     = {{Zambezi Voice}: A Multilingual Speech Corpus for {Z}ambian Languages},
+  booktitle = {Proc. Interspeech 2023},
+  pages     = {3984--3988},
+  year      = {2023},
+}
+```
+
+</details>
+
+<details>
+<summary><b>Van der Westhuizen & Niesler, 2018 — SO (Code-Switched)</b></summary>
+
+```bibtex
+@inproceedings{derwesthuizen-niesler-2018-soap,
+  author    = {{Van der Westhuizen}, Ewald and Niesler, Thomas},
+  title     = {A First {S}outh {A}frican Corpus of Multilingual Code-switched
+               Soap Opera Speech},
+  booktitle = {Proceedings of the Eleventh International Conference on
+               Language Resources and Evaluation ({LREC} 2018)},
+  year      = {2018},
+  address   = {Miyazaki, Japan},
+  publisher = {European Language Resources Association ({ELRA})},
+}
+```
+
+</details>
+
+<details>
+<summary><b>Modipa et al., 2015 — SPCS (Code-Switched)</b></summary>
+
+```bibtex
+@inproceedings{modipa-etal-2015-spcs,
+  author    = {Modipa, T. I. and Davel, M. H. and De Wet, F.},
+  title     = {Implications of {S}epedi/{E}nglish Code Switching for {ASR} Systems},
+  booktitle = {Proceedings of the Pattern Recognition Association of
+               {S}outh {A}frica ({PRASA})},
+  pages     = {112--117},
+  year      = {2015},
+}
+```
+
+</details>
+
+
+#### 📄 Original SLID Datasets Citation
+
+<details>
+<summary><b>Doumbouya et al., 2021 — Nicolingua (0003)</b></summary>
+
+```bibtex
+@inproceedings{doumbouya-etal-2021-nicolingua,
+  author    = {Doumbouya, Moussa and Einstein, Lisa and Piech, Chris},
+  title     = {Using Radio Archives for Low-Resource Speech Recognition:
+               Towards an Intelligent Virtual Assistant for Illiterate Users},
+  booktitle = {Proceedings of the {AAAI} Conference on Artificial Intelligence},
+  volume    = {35},
+  year      = {2021},
+}
+```
+
+</details>
+
+<details>
+<summary><b>The Brick House Cooperative, 2024 — OlongoAfrica</b></summary>
+
+```bibtex
+@misc{olongoafrica-2024,
+  author       = {{The Brick House Cooperative}},
+  title        = {{OlongoAfrica} Multilingual Anthology},
+  year         = {2024},
+  howpublished = {\url{https://lingua.olongoafrica.com/}},
+  note         = {A collection of translated and narrated short stories
+                  in various African languages, including Edo, Tamazight,
+                  Yoruba, Swahili, Hausa, Tiv, Shona, Ibibio, Igbo,
+                  and Nigerian Pidgin},
+}
+```
+
+</details>
+
+<details>
+<summary><b>UDHR Audio, 2025 — UDHR</b></summary>
+
+```bibtex
+@misc{udhr-audio-2025,
+  author       = {{Universal Declaration of Human Rights Audio}},
+  title        = {Universal Declaration of Human Rights Audio Project},
+  year         = {2025},
+  howpublished = {\url{https://udhr.audio/}},
+  note         = {Audio recordings of the Universal Declaration of Human
+                  Rights in multiple languages},
+}
+```
+
+</details>
+
+<details>
+<summary><b>Elmadany et al., 2025 — Voice of Africa (VOA)</b></summary>
+
+```bibtex
+@inproceedings{elmadany-etal-2025-simba,
+  author    = {Elmadany, AbdelRahim and Kwon, Sang Yun and
+               Toyin, Hawau Olamide and Inciarte, Alcides Alcoba and
+               Aldarmaki, Hanan and Abdul-Mageed, Muhammad},
+  title     = {Voice of a Continent: Mapping {A}frica's Speech
+               Technology Frontier},
+  booktitle = {Proceedings of the 2025 Conference on Empirical Methods
+               in Natural Language Processing},
+  pages     = {11028--11050},
+  year      = {2025},
+  publisher = {Association for Computational Linguistics},
+  url       = {https://aclanthology.org/2025.emnlp-main.559},
+}
+```
+
+</details>
+
+<details>
+<summary><b>Valk & Alumäe, 2021 — VoxLingua</b></summary>
+
+```bibtex
+@inproceedings{valk-alumae-2021-voxlingua,
+  author    = {Valk, Jörgen and Alumäe, Tanel},
+  title     = {{VoxLingua107}: A Dataset for Spoken Language Recognition},
+  booktitle = {Proceedings of the {IEEE} Spoken Language Technology
+               Workshop ({SLT})},
+  year      = {2021},
+}
+```
+
+</details>
+
+<details>
+<summary><b>Sikasote et al., 2023 — Zambezi Voice (Audio Only)</b></summary>
+
+```bibtex
+@inproceedings{sikasote-etal-2023-zambezi,
+  author    = {Sikasote, Claytone and Siaminwe, Kalinda and Mwape, Stanly
+               and Zulu, Bangiwe and Phiri, Mofya and Phiri, Martin
+               and Zulu, David and Nyirenda, Mayumbo and Anastasopoulos, Antonios},
+  title     = {{Zambezi Voice}: A Multilingual Speech Corpus for {Z}ambian Languages},
+  booktitle = {Proc. Interspeech 2023},
+  pages     = {3984--3988},
+  year      = {2023},
+}
+```
+
+</details>
+
+
+#### 📄 Original TTS Datasets Citation
+
+<details>
+<summary><b>Meyer et al., 2022 — BibleTTS</b></summary>
+
+```bibtex
+@inproceedings{meyer-etal-2022-bibletts,
+  author    = {Meyer, Josh and Adelani, David and Casanova, Edresson
+               and Öktem, Alp and Whitenack, Daniel and Weber, Julian
+               and {Kabongo Kabenamualu}, Salomon and Salesky, Elizabeth
+               and Orife, Iroro and Leong, Colin and Ogayo, Perez
+               and {Chinenye Emezue}, Chris and Mukiibi, Jonathan
+               and Osei, Salomey and Agbolo, Apelete and Akinode, Victor
+               and Opoku, Bernard and Samuel, Olanrewaju and Alabi, Jesujoba
+               and Muhammad, Shamsuddeen Hassan},
+  title     = {{BibleTTS}: A Large, High-Fidelity, Multilingual, and
+               Uniquely {A}frican Speech Corpus},
+  booktitle = {Interspeech 2022},
+  pages     = {2383--2387},
+  year      = {2022},
+  address   = {Incheon, Korea},
+  publisher = {ISCA},
+  doi       = {10.21437/Interspeech.2022-10850},
+}
+```
+
+</details>
+
+<details>
+<summary><b>van Niekerk et al., 2017 — High-Quality TTS (SA)</b></summary>
+
+```bibtex
+@inproceedings{vanniekerk-etal-2017-hqtts,
+  author    = {van Niekerk, Daniel and van Heerden, Charl and Davel, Marelie
+               and Kleynhans, Neil and Kjartansson, Oddur and Jansche, Martin
+               and Ha, Linne},
+  title     = {Rapid Development of {TTS} Corpora for Four {S}outh {A}frican Languages},
+  booktitle = {Interspeech 2017},
+  pages     = {2178--2182},
+  year      = {2017},
+  address   = {Stockholm, Sweden},
+  publisher = {ISCA},
+  doi       = {10.21437/Interspeech.2017-1139},
+}
+```
+
+</details>
+
+<details>
+<summary><b>Digital Umuganda, 2023 — Kinyarwanda TTS</b></summary>
+
+```bibtex
+@misc{digitalumuganda-2023-kinyarwanda,
+  author       = {{Digital Umuganda}},
+  title        = {{AfriSpeech} {K}inyarwanda Male and Female {TTS} Datasets},
+  year         = {2023},
+  howpublished = {\url{https://huggingface.co/datasets/DigitalUmuganda/afrispeak_kinyarwanda_male_tts_dataset}},
+}
 ```
 
+</details>