AWhat changed
Used language-only teacher-generated visual instruction data and a vision-encoder/language-model connector to train an open multimodal instruction-following assistant.
Scientific scope
Used language-only teacher-generated visual instruction data and a vision-encoder/language-model connector to train an open multimodal instruction-following assistant. CLIP, language-model backbones and synthetic instruction tuning are inherited. Teacher supervision uses image captions/object information rather than proving GPT4 saw each image. Synthetic relative scores are not a general percentage of human intelligence or independent factual verification.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. CLIP, language-model backbones and synthetic instruction tuning are inherited. Teacher supervision uses image captions/object information rather than proving GPT4 saw each image. Synthetic relative scores are not a general percentage of human intelligence or independent factual verification.
Contributors
- Source-listed authors and technical contributors · SCIENCE: Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
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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