Quantization Bit-Width Effects on GRACE-LLaVA-1.5-7B Across Multimodal Benchmarks

Abstract

Abstract: This report synthesises findings from 6 peer-reviewed papers addressing the following research question: What is the impact of varying quantization bit-widths (e.g., INT2, INT4, INT8) on GRACE-LLaVA-1.5-7B's performance across different multimodal benchmarks, including MMBench and MMATH. 10 claims were extracted from source literature; 10 were independently verified against retrieved documents. An automated multi-reviewer quality assessment produced a score of 9.3/10. This report is a machine-generated literature synthesis and does not constitute original research.

Research Question

What is the impact of varying quantization bit-widths (e.g., INT2, INT4, INT8) on GRACE-LLaVA-1.5-7B's performance across different multimodal benchmarks, including MMBench and MMATH?

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