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What’s inside the LLM? Ai2 OLMoTrace will ‘trace’ the source


Ai2's new open-source OLMoTrace tool allows enterprises to directly trace LLM outputs back to original training data, bringing transparency to AI decision-making and addressing trust barriers.

Unlike existing approaches focusing on confidence scores or retrieval-augmented generation, OLMoTrace offers a direct window into the relationship between model outputs and the multi-billion-token training datasets that shaped them. When a match is found, OLMoTrace highlights the relevant text and provides links to the original source material, allowing users to see exactly where and how the model learned the information it’s using. For enterprises deploying AI in regulated industries like healthcare, finance, or legal services, OLMoTrace offers significant advantages over existing black-box systems.

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