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TIES-Merging: trimming task deltas and resolving sign conflicts

Contribution grade

Model merging · Human-designed research method or resource

Reference score105,000Provisional editorial estimate of this exact contribution; its grade is assessed separately.

What changed

Trimmed small task-vector updates, elected a parameter-wise sign and merged only aligned updates to reduce empirical interference between models fine-tuned from a common base.

Scientific scope

Trimmed small task-vector updates, elected a parameter-wise sign and merged only aligned updates to reduce empirical interference between models fine-tuned from a common base. Inherits task vectors and model merging. Common parameter alignment/base assumptions matter; sign agreement does not prove universal multitask retention, optimum loss or safe behavior. No retraining refers to the merge, not the source fine-tuning or validation search.

Evidence

The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Inherits task vectors and model merging. Common parameter alignment/base assumptions matter; sign agreement does not prove universal multitask retention, optimum loss or safe behavior. No retraining refers to the merge, not the source fine-tuning or validation search.

Contributors

Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.

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