List 06 Multilingual OCR and 07 Multilingual ASR
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| **01** | **LaTeX OCR** | Qwen3-VL-2B trained to read rendered math into LaTeX, scored by a reward served from a live Space. | [Space β](https://huggingface.co/spaces/AdithyaSK/latex-ocr-env) |
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| **02** | **Watercolour** | Qwen3.5-35B-A3B trained to paint watercolours by writing p5.brush sketches, rewarded by taste rather than correctness. | [Collection β](https://huggingface.co/collections/FineEnvs/paint-with-code-6a955b79d63f67f1631d9be6) |
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| **03** | **GeoGuesser** | A multi-turn visual geolocation environment, and the 4B trained on it until it outscored `gpt-5.4-mini` and `claude-haiku-4.5`. | [Collection β](https://huggingface.co/collections/FineEnvs/geoguesser-env-6a969f8db267fe0e85fa1ab6) |
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# Articles & Talks
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| **01** | **LaTeX OCR** | Qwen3-VL-2B trained to read rendered math into LaTeX, scored by a reward served from a live Space. | [Space β](https://huggingface.co/spaces/AdithyaSK/latex-ocr-env) |
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| **02** | **Watercolour** | Qwen3.5-35B-A3B trained to paint watercolours by writing p5.brush sketches, rewarded by taste rather than correctness. | [Collection β](https://huggingface.co/collections/FineEnvs/paint-with-code-6a955b79d63f67f1631d9be6) |
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| **03** | **GeoGuesser** | A multi-turn visual geolocation environment, and the 4B trained on it until it outscored `gpt-5.4-mini` and `claude-haiku-4.5`. | [Collection β](https://huggingface.co/collections/FineEnvs/geoguesser-env-6a969f8db267fe0e85fa1ab6) |
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| **06** | **Multilingual OCR** | A million document pages in 22 languages behind one OpenEnv server, plus Sarvam Indic OCR Bench, and Gemma 4 trained to read Kannada. | [Collection β](https://huggingface.co/collections/FineEnvs/multilingual-multimodal-envs-6ac0c27c137f93e0799603e4) |
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| **07** | **Multilingual ASR** | All 102 FLEURS languages behind one OpenEnv server, and Gemma 4 trained to hear Kannada: held-out character error β45%. | [Collection β](https://huggingface.co/collections/FineEnvs/multilingual-multimodal-envs-6ac0c27c137f93e0799603e4) |
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# Articles & Talks
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