Counterfactuals for LM agents computed over a high-level abstraction of the action, instead of its tokens, preserve the observed action's meaning across counterfactual contexts far more often than token-level counterfactuals.
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Abstract Counterfactuals for Language Model Agents
Counterfactuals for LM agents computed over a high-level abstraction of the action, instead of its tokens, preserve the observed action's meaning across counterfactual contexts far more often than token-level counterfactuals.