Speech-to-LaTeX: New Models and Datasets for Converting Spoken Equations and Sentences
Paper • 2508.03542 • Published • 7
recording_id string | audio audio | prompt_id string | speaker_id string | text string | latex string | category string | subcategory string | difficulty int64 | duration_seconds float64 | audio_format string | audio_codec string | channel_layout string | sample_rate_hz int64 | channels int64 | source_dataset string | source_split string | source_sentence_id int64 | source_license string | dataset_version string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
AMV-000001 | AMV-S2L-4796 | R-65WE-3WPZ | One half minus one quarter equals one quarter | \frac{1}{2} - \frac{1}{4} = \frac{1}{4} | fractions | subtraction | 1 | 4.86 | webm | opus | mono | 48,000 | 1 | marsianin500/Speech2Latex | equations_test | 4,796 | CC BY 4.0 | 0.1.0 | |
AMV-000002 | AMV-S2L-4514 | R-65WE-3WPZ | Nine tenths divided by zero point three equals three | \frac{9}{10} \div 0.3 = 3 | decimals | division | 2 | 7.5 | webm | opus | mono | 48,000 | 1 | marsianin500/Speech2Latex | equations_test | 4,514 | CC BY 4.0 | 0.1.0 | |
AMV-000003 | AMV-S2L-289 | R-65WE-3WPZ | 3 y minus 5 equals 7, solving for y gives y equals 4 | 3y - 5 = 7 \quad \Rightarrow \quad y = 4 | algebra | linear equation | 2 | 7.2 | webm | opus | mono | 48,000 | 1 | marsianin500/Speech2Latex | equations_test | 289 | CC BY 4.0 | 0.1.0 | |
AMV-000004 | AMV-S2L-9384 | R-65WE-3WPZ | y equals negative x squared plus 3 x minus 1 | y = -x^{2} + 3x - 1 | algebra | quadratic function | 2 | 7.5 | webm | opus | mono | 48,000 | 1 | marsianin500/Speech2Latex | equations_test | 9,384 | CC BY 4.0 | 0.1.0 | |
AMV-000005 | AMV-S2L-9399 | R-65WE-3WPZ | y equals open parenthesis x plus 3 close parenthesis squared | y = (x + 3)^{2} | algebra | brackets | 2 | 9.24 | webm | opus | mono | 48,000 | 1 | marsianin500/Speech2Latex | equations_test | 9,399 | CC BY 4.0 | 0.1.0 | |
AMV-000006 | AMV-S2L-9338 | R-65WE-3WPZ | y equals 6 minus the absolute value of x | y = 6 - \lvert x \rvert | algebra | absolute value | 2 | 8.22 | webm | opus | mono | 48,000 | 1 | marsianin500/Speech2Latex | equations_test | 9,338 | CC BY 4.0 | 0.1.0 | |
AMV-000007 | AMV-S2L-1523 | R-65WE-3WPZ | cos squared u equals one plus cos two u over two | \cos^{2}(u) = \frac{1 + \cos(2u)}{2} | trigonometry | identity | 3 | 10.32 | webm | opus | mono | 48,000 | 1 | marsianin500/Speech2Latex | equations_test | 1,523 | CC BY 4.0 | 0.1.0 | |
AMV-000008 | AMV-S2L-1756 | R-65WE-3WPZ | derivative of e to the x equals e to the x | \frac{d}{dx} e^{x} = e^{x} | calculus | derivative | 3 | 5.76 | webm | opus | mono | 48,000 | 1 | marsianin500/Speech2Latex | equations_test | 1,756 | CC BY 4.0 | 0.1.0 | |
AMV-000009 | AMV-S2L-1026 | R-65WE-3WPZ | area equals base times height over two | A = \frac{bh}{2} | geometry | area | 1 | 6.3 | webm | opus | mono | 48,000 | 1 | marsianin500/Speech2Latex | equations_test | 1,026 | CC BY 4.0 | 0.1.0 | |
AMV-000010 | AMV-S2L-9090 | R-65WE-3WPZ | x squared plus y plus one all squared equals one | x^{2} + (y + 1)^{2} = 1 | geometry | circle | 3 | 9.24 | webm | opus | mono | 48,000 | 1 | marsianin500/Speech2Latex | equations_test | 9,090 | CC BY 4.0 | 0.1.0 | |
AMV-000011 | AMV-S2L-4796 | R-F8JM-W6U | One half minus one quarter equals one quarter | \frac{1}{2} - \frac{1}{4} = \frac{1}{4} | fractions | subtraction | 1 | 6.18 | webm | opus | mono | 48,000 | 1 | marsianin500/Speech2Latex | equations_test | 4,796 | CC BY 4.0 | 0.1.0 | |
AMV-000012 | AMV-S2L-4514 | R-F8JM-W6U | Nine tenths divided by zero point three equals three | \frac{9}{10} \div 0.3 = 3 | decimals | division | 2 | 6.72 | webm | opus | mono | 48,000 | 1 | marsianin500/Speech2Latex | equations_test | 4,514 | CC BY 4.0 | 0.1.0 | |
AMV-000013 | AMV-S2L-289 | R-F8JM-W6U | 3 y minus 5 equals 7, solving for y gives y equals 4 | 3y - 5 = 7 \quad \Rightarrow \quad y = 4 | algebra | linear equation | 2 | 9.3 | webm | opus | mono | 48,000 | 1 | marsianin500/Speech2Latex | equations_test | 289 | CC BY 4.0 | 0.1.0 | |
AMV-000014 | AMV-S2L-9384 | R-F8JM-W6U | y equals negative x squared plus 3 x minus 1 | y = -x^{2} + 3x - 1 | algebra | quadratic function | 2 | 8.22 | webm | opus | mono | 48,000 | 1 | marsianin500/Speech2Latex | equations_test | 9,384 | CC BY 4.0 | 0.1.0 | |
AMV-000015 | AMV-S2L-9399 | R-F8JM-W6U | y equals open parenthesis x plus 3 close parenthesis squared | y = (x + 3)^{2} | algebra | brackets | 2 | 6.36 | webm | opus | mono | 48,000 | 1 | marsianin500/Speech2Latex | equations_test | 9,399 | CC BY 4.0 | 0.1.0 | |
AMV-000016 | AMV-S2L-9338 | R-F8JM-W6U | y equals 6 minus the absolute value of x | y = 6 - \lvert x \rvert | algebra | absolute value | 2 | 4.92 | webm | opus | mono | 48,000 | 1 | marsianin500/Speech2Latex | equations_test | 9,338 | CC BY 4.0 | 0.1.0 | |
AMV-000017 | AMV-S2L-1523 | R-F8JM-W6U | cos squared u equals one plus cos two u over two | \cos^{2}(u) = \frac{1 + \cos(2u)}{2} | trigonometry | identity | 3 | 5.7 | webm | opus | mono | 48,000 | 1 | marsianin500/Speech2Latex | equations_test | 1,523 | CC BY 4.0 | 0.1.0 | |
AMV-000018 | AMV-S2L-1756 | R-F8JM-W6U | derivative of e to the x equals e to the x | \frac{d}{dx} e^{x} = e^{x} | calculus | derivative | 3 | 4.32 | webm | opus | mono | 48,000 | 1 | marsianin500/Speech2Latex | equations_test | 1,756 | CC BY 4.0 | 0.1.0 | |
AMV-000019 | AMV-S2L-1026 | R-F8JM-W6U | area equals base times height over two | A = \frac{bh}{2} | geometry | area | 1 | 4.08 | webm | opus | mono | 48,000 | 1 | marsianin500/Speech2Latex | equations_test | 1,026 | CC BY 4.0 | 0.1.0 | |
AMV-000020 | AMV-S2L-9090 | R-F8JM-W6U | x squared plus y plus one all squared equals one | x^{2} + (y + 1)^{2} = 1 | geometry | circle | 3 | 6.24 | webm | opus | mono | 48,000 | 1 | marsianin500/Speech2Latex | equations_test | 9,090 | CC BY 4.0 | 0.1.0 |
African-accented English speakers reading mathematical expressions aloud, paired with target LaTeX. For speech-to-LaTeX and mathematical speech recognition research.
Hugging Face: latentic/afromathvoices
equations_test split of marsianin500/Speech2Latex.from datasets import load_dataset
ds = load_dataset("latentic/afromathvoices", split="train")
print(ds[0]["text"], ds[0]["latex"])
metadata.csv one row per recording
audio/ AMV-000001.webm ... AMV-000020.webm
One row per recording in metadata.csv:
recording_id, file_name: recording identifier and relative audio pathprompt_id, speaker_id: prompt identifier and pseudonymous speaker identifiertext: sentence the speaker readlatex: target LaTeXcategory, subcategory, difficulty: prompt classificationduration_seconds: audio durationaudio_format, audio_codec, channel_layout, sample_rate_hz, channels: audio propertiessource_dataset, source_split, source_sentence_id, source_license: provenance of the promptdataset_version: release version| Speaker | Accent | L1 (first language) | L2 (second language) |
|---|---|---|---|
| 1 | Nigerian English | Yorùbá | English |
| 2 | Kenyan English | Kiswahili and Kikuyu | English |
x^2 became x^{2} and |x| became \lvert x \rvert. The spoken text is unchanged.Automatic checks:
large-v3 transcripts match the prompt text on 16 of 20 recordings after normalization. The corpus word error rate is 4.2% (8 word errors in 192 words). The differing recordings are AMV-000007, AMV-000011, AMV-000017 and AMV-000018.AMV-S2L-1523 and AMV-S2L-9090) have more than one natural spoken form.Recordings and metadata: CC BY 4.0. Source prompts are from Speech2LaTeX (CC BY 4.0); cite it when you use fields derived from it:
Korzh et al. Speech-to-LaTeX: New Models and Datasets for Converting Spoken Equations and Sentences. arXiv:2508.03542, 2025.
@dataset{amuda_irungu_2026_afromathvoices,
author = {Amuda, Tosin and Irungu, Chanice Wanjiku},
title = {AfroMathVoices: African-Accented English Mathematical Speech},
year = {2026},
version = {0.1.0},
publisher = {Hugging Face},
url = {https://huggingface.co/datasets/latentic/afromathvoices}
}