Benchmark
VLMsAreBiased Benchmark
What is VLMsAreBiased?
VLMsAreBiased evaluates whether vision-language models rely on visual evidence or fall back on language priors when answering.
- Modality
- multimodal
- Evaluates
- multimodal, vision
- Openness
- unknown
- Importer
- LLM Stats
- Reported scores
- 2
Source provenance
- Original evidence https://api.zeroeval.com/leaderboard/benchmarks/vlmsarebiased?top_n=500
VLMsAreBiased results and reported scores
LLM Stats
| Model | Organization | Reported value | Reported | Evidence |
|---|---|---|---|---|
| Seed 2.1 Pro | ByteDance | 0.836 | 2026-06-24 | evidence |
| Seed 2.1 Turbo | ByteDance | 0.683 | 2026-06-24 | evidence |
Scores are partitioned by the source that reported them and are never merged into a single cross-source ranking, because the sources measure different things and say so.