AI & ML interests

Eschatia Labs is now on Hugging Face: https:// huggingface.co/eschatialabs We are an international open-source research lab. We publish small Al models that you can run and test on your own computer: • JevAlt decision models in English, Turkish and German. Karar-4B scores 96.8% on held-out Turkish decisions, against 87.1% for Kev-4B at the same size. • Tholos-2B picks tools for Al assistants on your own machine: 137 of 160 Tholos-Bench scenarios, against 112 for MiniCPM5-2B. • xdfdet detects deepfake videos and shows a heatmap of the face regions behind each decision (0.898 AUC on FaceForensics++). Every model has a GGUF build for Ilama.cpp and Ollama. More: https://eschatialabs.com

Recent Activity

mertkayacs  updated a Space 25 days ago
eschatialabs/README
mertkayacs  updated a collection about 1 month ago
Open models and data
mertkayacs  updated a collection about 1 month ago
Local AI agents and tool use
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Eschatia Labs

Eschatia Labs is an independent non-profit open-source AI research lab. We publish small AI models, data and papers that people can run and test on their own computers. Our long-term goal is superintelligence.

Work What it does Result
JevAlt decision models Deem-4B, Karar-4B and Wähler-4B choose between options in English, Turkish and German and give a probability for each Karar-4B, one of the best open Turkish decision models at 4B: 96.8% against Kev-4B's 87.1% on held-out Turkish decisions
Tholos-2B A small model that picks tools for AI assistants on your own computer 137 of 160 Tholos-Bench scenarios against MiniCPM5-2B's 112
xdfdet Eight deepfake video detectors with heatmaps that show which face regions drive each decision 0.898 AUC on FaceForensics++ for the released detector
Eldalambë One of the best research efforts on language preservation with small local models Demo by invitation

Open benchmarks (collection)

Benchmark What it tests Size Links
JevAlt benchmark Choosing between options and giving a probability, in English, Turkish and German 3,116 test rows dataset · page
Tholos-Bench Whether a small agent leaves a shared workspace of tables, notes and tasks in the right state 160 scenarios in 14 categories dataset · page

All open models and data: collection · GGUF builds for llama.cpp and Ollama: collection · eschatialabs.com · Mert Kaya · GitHub

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