VLMsAreBiased

Progress Over Time

Interactive timeline showing model performance evolution on VLMsAreBiased

State-of-the-art frontier
Open
Proprietary

VLMsAreBiased Leaderboard

2 models
ContextCostLicense
1
ByteDance
ByteDance
2
ByteDance
ByteDance
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About this benchmark

What is VLMsAreBiased?

VLMsAreBiased evaluates whether vision-language models rely on visual evidence or fall back on language priors when answering.

VLMsAreBiased is a multimodal benchmark evaluating models on multimodal and vision tasks. LLM Stats tracks 2 models on this benchmark, scored on a 0–1 scale. The current average is 0.8, with the leader at 0.8.

Compare leaders on the best AI for multimodal and best AI for vision leaderboards.

Current leaders

Seed 2.1 Pro from ByteDance currently leads the VLMsAreBiased leaderboard with a score of 0.836 across 2 evaluated AI models.

1Seed 2.1 ProByteDance83.6%
2Seed 2.1 TurboByteDance68.3%

FAQ

Common questions about the VLMsAreBiased benchmark and leaderboard.

What is the VLMsAreBiased benchmark?

VLMsAreBiased evaluates whether vision-language models rely on visual evidence or fall back on language priors when answering.

What is the VLMsAreBiased leaderboard?

The VLMsAreBiased leaderboard ranks 2 AI models based on their performance on this benchmark. Currently, Seed 2.1 Pro by ByteDance leads with a score of 0.836. The average score across all models is 0.760.

What is the highest VLMsAreBiased score?

The highest VLMsAreBiased score is 0.836, achieved by Seed 2.1 Pro from ByteDance.

How many models are evaluated on VLMsAreBiased?

2 models have been evaluated on the VLMsAreBiased benchmark, with 0 verified results and 2 self-reported results.

What categories does VLMsAreBiased cover?

VLMsAreBiased is categorized under multimodal and vision. The benchmark evaluates multimodal models.

How recent are the VLMsAreBiased leaderboard results?

The VLMsAreBiased leaderboard was last updated in June 2026 and currently includes 2 evaluated models.