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OLMoTrace: See the Training Data Behind Language Model Outputs

This is a Plain English Papers summary of a research paper called OLMoTrace: See the Training Data Behind Language Model Outputs. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter. Overview OLMoTrace system traces language model outputs back to training data Allows inspection of how training data influences model generations Built on OLMo language model with 65B parameters Processes training corpus of over 2 trillion tokens Provides transparency into large language model behavior Plain English Explanation OLMoTrace works like a detective tool for understanding how language models generate text. When a model produces an output, OLMoTrace can identify which parts of its training data most influen... Click here to read the full summary of this paper

Apr 11, 2025 - 08:41
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OLMoTrace: See the Training Data Behind Language Model Outputs

This is a Plain English Papers summary of a research paper called OLMoTrace: See the Training Data Behind Language Model Outputs. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter.

Overview

  • OLMoTrace system traces language model outputs back to training data
  • Allows inspection of how training data influences model generations
  • Built on OLMo language model with 65B parameters
  • Processes training corpus of over 2 trillion tokens
  • Provides transparency into large language model behavior

Plain English Explanation

OLMoTrace works like a detective tool for understanding how language models generate text. When a model produces an output, OLMoTrace can identify which parts of its training data most influen...

Click here to read the full summary of this paper

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