finding
active
finding:mistral-7b-perspectives-accuracy-remains-100-after-soo-fine-tuningMistral-7B Perspectives accuracy remains 100% after SOO fine-tuning
SOO fine-tuning did not collapse Mistral-7B self-other distinction needed for perspective-taking
Source paper
extracted_from(2024) · Marc Carauleanu · Michael Vaiana · Judd Rosenblatt · Cameron Berg +1
Neighborhood — ranked by edge-count
Claims (1)
claim
- SOO fine-tuning preserves useful self-other distinctions necessary for task performance despite inducing overlapassociated_withsupportsClaim supported by Perspectives scenario results showing near-100% accuracy post-fine-tuning
Related by similarity (8)
cosine ≥ 0.65 · no typed edgeEntities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.
- CalmeRys-78B Perspectives accuracy slightly reduced to 95.2% ± 2.21% after SOO fine-tuningfinding0.834SOO fine-tuning caused slight reduction in perspective-taking accuracy for the largest model
- SOO fine-tuning did not collapse Gemma-2-27B self-other distinction needed for perspective-taking
- Mistral-7B-Instruct-v0.2 deceptive response rate reduced from 73.6% to 17.27% ± 1.88% after SOO fine-tuningfinding0.820Primary result showing SOO fine-tuning significantly reduces deception in Mistral-7B
- SOO fine-tuning reduced the MSE between self and other activations in Mistral-7B MLP layers
- Mistral-7B MT-Bench score minimally changed from 7.26 to 7.3 ± 0.06 after SOO fine-tuningfinding0.783SOO fine-tuning had negligible impact on Mistral-7B general capabilities
- SOO fine-tuning achieved almost no reduction in Treasure Hunt deception for Mistral-7B (99.68% ± 0.16%)finding0.779SOO fine-tuning failed to generalize to Treasure Hunt scenario for the smallest model
- SOO fine-tuning showed partial generalization to Escape Room for Mistral-7B
- Mistral-7B average generalization deceptive rate reduced from 56.74% ± 14.73% to 12.40% ± 12.06%finding0.759SOO fine-tuning generalized across 7 scenario variants for Mistral-7B