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14 changes: 14 additions & 0 deletions docs/.vitepress/config.mts
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},
],
},
{
text: 'Companies',
collapsed: false,
items: [
{
text: 'State of the Art',
link: '/docs/companies/state-of-the-art',
items: [
{text: 'Spoken to Signed', link: '/docs/companies/state-of-the-art#spoken-to-signed-translation'},
{text: 'Signed to Spoken', link: '/docs/companies/state-of-the-art#signed-to-spoken-translation'},
],
},
],
},
],
},

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14 changes: 14 additions & 0 deletions docs/README.md
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# `sign`/docs

## Contribute

Contributions are welcome.
You can edit files directly on GitHub ([Tutorial](https://docs.github.com/en/repositories/working-with-files/managing-files/editing-files)),
or clone the repository to get an instant preview using:

```bash
git clone https://github.com/sign/translate.git
cd translate/docs
npm install
npm run docs:dev
```
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69 changes: 69 additions & 0 deletions docs/docs/companies/state-of-the-art.md
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# State of the Art

We are often asked to explain why we are specifically building sign language technology,
given that large language models are currently improving rapidly.
Therefore, this document aims to provide a high-level overview of the current state of the art in popular vision-language models.

## Spoken to Signed Translation

While video generation models are still in the horizon, image generation models are already mature.
Thus, we start by testing image generation models to generate an image of a sign.

### OpenAI: [DALL-E 3](https://openai.com/index/dall-e-3/) via ChatGPT 4o

:::tip ChatGPT 4o Prompt
Sign language interpreter, green screen background, signing the American Sign Language sign for "House".
:::

To trigger DALL-E 3, ChatGPT 4o generates a new prompt:
:::info DALL-E 3 Prompt
A professional sign language interpreter signing the American Sign Language (ASL) sign for 'House' with clear and accurate hand positioning. The background is a plain green screen, suitable for chroma keying. The interpreter is dressed in neutral, professional attire, and the scene is well-lit to ensure clarity of the sign and facial expressions.
:::

![DALL-E 3 Image Generated using ChatGPT 4o Prompt](./examples/dall-e-3.webp)

The generated image is not a valid representation of the sign for "House".
The hands are with the wrong hand shapes, and they are not in the correct positions.

### StabilityAI: [Stable Diffusion 3.5 Large](https://huggingface.co/stabilityai/stable-diffusion-3.5-large)

:::info Prompt
Sign language interpreter, green screen background, signing the American Sign Language sign for "House".
:::

![Stable Diffusion 3.5 Large Image Generated using Prompt](./examples/stable-diffusion-3-5.jpeg)

The generated image is not a valid representation of the sign for "House".
The hands are with the wrong hand shapes, and they are not in the correct positions.

## Signed to Spoken Translation

### OpenAI

OpenAI does not currently support video inputs.

### Meta

Meta is conducting research on signed language translation, but their models are not publicly available.[^privacy-aware]
[^privacy-aware]: Rust et al. 2024. [Towards Privacy-Aware Sign Language Translation at Scale](https://arxiv.org/abs/2402.09611).

### Google

Google is conducting research on signed language translation, but their models are not publicly available.[^scaling-slt]
[^scaling-slt]: Zhang et al. 2024. [Scaling Sign Language Translation](https://arxiv.org/abs/2407.11855).

What is available, is [Gemini 1.5 Pro](https://console.cloud.google.com/vertex-ai/studio/freeform?model=gemini-1.5-pro-002), which is a general-purpose model which supports video inputs.

We attach a video of a woman signing "What is your name?"

:::info Prompt + Attached video "example-sentence.mp4"
Translate the attached American Sign Language video "example-sentence.mp4" into English.
:::

Responses:

1. The woman in the video signs the following: "I'm sorry, I don't understand."
2. The signer is saying: "Excuse me. I have a question."
3. The woman in the video signs the following: "Hello, my name is `[name]`. Nice to meet you."
4. The signer is saying: "Excuse me. Do you mind if I sit here?"
5. The signer is saying: "Excuse me. Do you have a second? Do you mind if I ask you a question?"
145 changes: 85 additions & 60 deletions docs/docs/facts/market.md

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29 changes: 15 additions & 14 deletions docs/docs/facts/population.md
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World Population, Hearing, 6500000000
World Population, Hearing Loss, 1500000000
Hearing Loss, Disabling Hearing Loss, 430000000
Disabling Hearing Loss, Deaf, 72000000
Disabling Hearing Loss, Deaf, 70000000
```

### Hearing Loss[^who]
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By 2050, this number is projected to grow to **700 million**.

::: info Quote: Relevance ([learn more](/facts/market#economic-impact))
Unaddressed hearing loss poses an annual global cost of US $980 billion.
Unaddressed hearing loss poses an annual global cost of US\$ 980 billion.
This includes health sector costs (excluding the cost of hearing devices), costs of educational support, loss of productivity and societal costs.
:::

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We list the number of interpreters in various countries below. For all countries in Europe, visit https://www.eud.eu/member-countries/.

| Country | Population | HoH Population | Deaf Population | Interpreters | Deaf Interpreters |
| ------------------ | --------------------- | ----------------------------------------------------------- | ------------------------------------------ | ----------------------------------------------------------------------------------- | ------------------------------------------- |
| United States | 331 million (2023) | 11[^disabilitystatistics]-12[^researchondisability] million | 1 million[^mitchell] | 10,385[^rid] | |
| India | 1.4 billion (2023) | | 2 million[^wfdeaf-sig] | 300[^wfdeaf-sig] | |
| Germany | 83 million[^aiic-ch] | | 200,000[^ddl] | 300[^aiic-ch] | 26-30[^ddl] |
| Switzerland | 8.7 million[^aiic-ch] | 800,000[^swissinfo] | 10,000[^swissinfo][^ddl][^eud-switzerland] | 270[^aiic-ch] (63 Swiss-German, 32 Swiss-French, 8 Swiss-Italian)[^eud-switzerland] | (1-5 Swiss-German, 1-5 Swiss-Italian)[^ddl] |
| Israel | 9.7 million (2023) | 55,700[^cbs-isl] | 10,000[^isl-deaf] | 147[^isl-interpreters]-200[^isl-shortage] | |
| The United Kingdom | | | 77,000[^ddl] | | 16-20[^ddl] |
| Slovenia | | | 1016[^eud-slovenia] | 61[^eud-slovenia] | 2-5[^ddl] |
| Spain | | | 100,000[^eud-spain] | 667[^eud-spain] | <15[^ddl] |
| Austria | | | 8,000 – 10,000[^ddl][^eud-austria] | 150[^eud-austria] | 5[^ddl] |
| Belgium | | | 6,500[^eud-belgium] - 9,000[^ddl] | 165[^eud-belgium] | 16-26[^ddl] (5-10 Flanders, 16-26 Wallonia) |
| Country | Population | HoH Population | Deaf Population | Interpreters | Deaf Interpreters |
| ------------------ | --------------------- | ----------------------------------------------------------- | ------------------------------------------ | ------------------------------------------------------------------- | ------------------------------------------- |
| United States | 331 million (2023) | 11[^disabilitystatistics]-12[^researchondisability] million | 1 million[^mitchell] | 10,385[^rid] | |
| India | 1.4 billion (2023) | | 2 million[^wfdeaf-sig] | 300[^wfdeaf-sig] | |
| Germany | 83 million[^aiic-ch] | | 200,000[^eud-germany][^ddl] | 750[^eud-germany] | 26-30[^ddl] |
| Switzerland | 8.7 million[^aiic-ch] | 800,000[^swissinfo] | 10,000[^swissinfo][^ddl][^eud-switzerland] | 63 Swiss-German, 32 Swiss-French, 8 Swiss-Italian[^eud-switzerland] | (1-5 Swiss-German, 1-5 Swiss-Italian)[^ddl] |
| Israel | 9.7 million (2023) | 55,700[^cbs-isl] | 10,000[^isl-deaf] | 147[^isl-interpreters]-200[^isl-shortage] | |
| The United Kingdom | | | 77,000[^ddl] | | 16-20[^ddl] |
| Slovenia | | | 1016[^eud-slovenia] | 61[^eud-slovenia] | 2-5[^ddl] |
| Spain | | | 100,000[^eud-spain] | 667[^eud-spain] | <15[^ddl] |
| Austria | | | 8,000 – 10,000[^ddl][^eud-austria] | 150[^eud-austria] | 5[^ddl] |
| Belgium | | | 6,500[^eud-belgium] - 9,000[^ddl] | 165[^eud-belgium] | (5-10 Flanders, 16-26 Wallonia)[^ddl] |

[^eud-slovenia]: European Union of the Deaf. 2024. [Member Countries: Slovenia](https://www.eud.eu/member-countries/slovenia/).
[^eud-spain]: European Union of the Deaf. 2024. [Member Countries: Spain](https://www.eud.eu/member-countries/spain/).
[^eud-switzerland]: European Union of the Deaf. 2024. [Member Countries: Switzerland](https://www.eud.eu/member-countries/switzerland/).
[^eud-austria]: European Union of the Deaf. 2024. [Member Countries: Austria](https://www.eud.eu/member-countries/austria/).
[^eud-belgium]: European Union of the Deaf. 2024. [Member Countries: Belgium](https://www.eud.eu/member-countries/belgium/).
[^eud-germany]: European Union of the Deaf. 2024. [Member Countries: Germany](https://www.eud.eu/member-countries/germany/).
[^ddl]: Danish Deaf Association. 2016. [Deaf Interpreters in Europe](https://ddl.dk/wp-content/uploads/Deaf-interpreters-in-Europe-2016.pdf).
[^isl-shortage]: Omer Sharvit. 2022. [מחסור חמור במתורגמנים לשפת הסימנים](https://www.zman.co.il/285475/popup).
[^cbs-isl]: Central Bureau of Statistics, 2024. [Data on People with Hearing Impairments in Israel on the Occasion of World Hearing Day 2024](https://www.cbs.gov.il/he/mediarelease/DocLib/2024/065/11_24_065b.pdf).
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2 changes: 1 addition & 1 deletion docs/package.json
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"docs:build": "vitepress build",
"docs:preview": "vitepress preview"
},
"license": "MIT",
"license": "CC BY 4.0",
"dependencies": {
"mermaid": "11.4.1"
},
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