Adversarial Robustness of Qwen14B, LLaVA-1.5, and InstructBLIP on GSM8K-V under Visual Noise Perturbations

Abstract

Abstract: This report synthesises findings from 16 peer-reviewed papers addressing the following research question: How does the adversarial robustness of Qwen14B on GSM8K-V compare to LLaVA-1.5 and InstructBLIP when fine-tuned with different alignment techniques under varying levels of visual noise perturbation. 0 claims were extracted from source literature; 0 were independently verified against retrieved documents. An automated multi-reviewer quality assessment produced a score of 6.7/10. This report is a machine-generated literature synthesis and does not constitute original research.

Research Question

How does the adversarial robustness of Qwen14B on GSM8K-V compare to LLaVA-1.5 and InstructBLIP when fine-tuned with different alignment techniques under varying levels of visual noise perturbation?

Verification Level

Descriptive public verification status only; aggregate claim counts are public, but individual claim records are not exposed here.

Quality Tier

Descriptive public triage only; this tier does not alter current publication or DOI behavior.

Quality Dimensions

Automated triage signals derived from public fields; not human peer review or independent validation.

Correction Record

Public corrections are additive records. Current status does not claim the synthesis is error-free.

Provenance