ERNIE 5.0 Thinking Preview vs Qwen3 VL 30B A3B Instruct
Wins 6 of 7 areas
Coding · Agents · Reasoning · Facts · Images and charts · Following instructions
Wins 1 of 7 areas
Long documents
ERNIE 5.0 Thinking Preview is the stronger all-rounder.Qwen3 VL 30B A3B Instruct is cheaper and better at long documents.
Scores updated · 19 tests both models report · How we compare
Where each one wins
Tests won in each of the seven areas where both have results. Each piece is one test, so a longer bar means more evidence; grey means the two scored within a point of each other.
- ReasoningHard problems that need careful thinking30ERNIE 5.0 Thinking Preview3 of 3 tests
- CodingWriting and fixing software20ERNIE 5.0 Thinking Preview2 of 2 tests
- FactsGetting facts right instead of making them up20ERNIE 5.0 Thinking Preview2 of 2 tests
- AgentsCarrying out multi-step tasks on its own10ERNIE 5.0 Thinking Preview1 of 1 test
- Images and chartsUnderstanding pictures, charts and video10ERNIE 5.0 Thinking Preview1 of 1 test
- Following instructionsDoing exactly what it is asked10ERNIE 5.0 Thinking Preview1 of 1 test
- Long documentsFinding answers in very long texts01Qwen3 VL 30B A3B Instruct1 of 1 test
Agents, images and charts, long documents and following instructions rest on a single test each.
What it costs
Prices per million tokens, roughly 750,000 words. The bars show the cost of a million tokens read plus a million written.
Qwen3 VL 30B A3B Instruct costs 78% less for the same work.
The biggest differences
The tests each model wins by the widest margin, up to three each. Scores are out of 100.
Where ERNIE 5.0 Thinking Preview pulls ahead
- Hard command-line tasks in a real terminalTerminal-Bench Hard+18.9points ahead
- Follows unfamiliar, precisely checkable instructionsIFBench+8.3points ahead
- Graduate-level biology, physics and chemistry questionsGPQA Diamond+8.2points ahead
Where Qwen3 VL 30B A3B Instruct pulls ahead
- Reasons across sets of long documentsAA-LCR+20.3points ahead
Every test, side by side
All 19 tests both models report. The winning score is in its model's colour; marks a score checked independently.
CodingERNIE 5.0 Thinking Preview
- Terminal-Bench HardERNIE 5.0 Thinking Preview by 18.9256.1+18.9
- SciCodeERNIE 5.0 Thinking Preview by 6.737.530.8+6.7
AgentsERNIE 5.0 Thinking Preview
- GDPValERNIE 5.0 Thinking Preview by 14.414.40+14.4
ReasoningERNIE 5.0 Thinking Preview
- GPQA DiamondERNIE 5.0 Thinking Preview by 8.277.769.5+8.2
- Humanity's Last ExamERNIE 5.0 Thinking Preview by 713.36.3+7
- CritPtERNIE 5.0 Thinking Preview by 1.41.40+1.4
FactsERNIE 5.0 Thinking Preview
- AA-Omniscience · Non-hallucinationERNIE 5.0 Thinking Preview by 6.7136.3+6.7
- AA-Omniscience · AccuracyERNIE 5.0 Thinking Preview by 6.522.115.6+6.5
Images and chartsERNIE 5.0 Thinking Preview
- MMMU-ProERNIE 5.0 Thinking Preview by 2.564.662.1+2.5
Long documentsQwen3 VL 30B A3B Instruct
- AA-LCRQwen3 VL 30B A3B Instruct by 20.3727.3+20.3
Following instructionsERNIE 5.0 Thinking Preview
- IFBenchERNIE 5.0 Thinking Preview by 8.341.433.1+8.3
Other results8 tests, not counted
Tests outside the eight areas. They are not counted above: several are summary scores built from other tests, or the same test under another name.
- τ²-Bench Telecom (AA run)ERNIE 5.0 Thinking Preview by 64.983.919+64.9
- SimpleQAERNIE 5.0 Thinking Preview by 487527+48
- AA Agentic IndexERNIE 5.0 Thinking Preview by 30.239.79.5+30.2
- AA-OmniscienceERNIE 5.0 Thinking Preview by 17.8-45.6-63.4+17.8
- AIME 2025ERNIE 5.0 Thinking Preview by 17.78769.3+17.7
- Artificial Analysis Coding IndexERNIE 5.0 Thinking Preview by 14.929.214.3+14.9
- MMLU-ProERNIE 5.0 Thinking Preview by 9.28777.8+9.2
- AA IntelligenceERNIE 5.0 Thinking Preview by 6.414.37.9+6.4
Questions people ask
Which is better, ERNIE 5.0 Thinking Preview or Qwen3 VL 30B A3B Instruct?
ERNIE 5.0 Thinking Preview wins six of the seven areas where both have results: coding, agents, reasoning, facts, images and charts and following instructions. Qwen3 VL 30B A3B Instruct wins long documents, and costs 78% less.
Which is better for coding?
ERNIE 5.0 Thinking Preview. It wins 2 of the 2 coding tests both models report; Qwen3 VL 30B A3B Instruct wins none.
Which is cheaper?
ERNIE 5.0 Thinking Preview costs $0.89 per million input tokens and $3.58 per million output tokens; Qwen3 VL 30B A3B Instruct costs $0.20 and $0.80. That makes Qwen3 VL 30B A3B Instruct about 78% cheaper for the same work.
How do you compare the two?
We use the 19 benchmark tests both models have published scores on. The verdict counts the 11 tests in the eight capability areas, and a gap under one point (ten on rating-style scales) counts as a tie. The other 8 are listed but not counted, because several are summary scores or repeat a test. Each score is the one shown on the model's own page.