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What are the best methods for providing impartial robustness checking and critical friend support for output refinement?

Related Goals

Recommendations that are effectively stress tested to be as robust as possible.

Related Capability

Represent complexity

Ability for final outputs to be nuanced, concrete, decisive, and comprehensive.

Dimension: Substantiveness

Related Existing Resources

Introducing Democratic Fine-Tuning

Joe Edelman’s Democratic Fine-Tuning (DFT) process aligning LLMs with human values through collective deliberation using Values Cards (where participants articulate underlying values like “protecting my community” rather than divisive language) and Moral Graphs (collaborative data structures mapp...

Experimental Practice