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DeepSeek: DeepSeek V4 Pro vs inclusionAI: Ling-2.6-flash

Summary

DeepSeek V4 Pro vs Ling-2.6-flash benchmark comparison: DeepSeek V4 Pro leads on average score with 5.7 vs 5.0. Ling-2.6-flash has the lower benchmark cost at $0.001 vs $0.025. Ling-2.6-flash is faster at 9.34s vs 12.38s, with pass rates of 42.9% vs 31.8%.

Recommended model: Ling-2.6-flash - Its score stays close to the best score here (5.0 vs 5.7), while costing about 49.0x less than DeepSeek V4 Pro.

Last updated at: 2026-06-04

Metric DeepSeek V4 Pro DeepSeek V4 Pro none Release: 2026-04-24 Ling-2.6-flash Ling-2.6-flash none Release: 2026-04-21
Score 5.7 5.0
Rank #113 #138
Reliability 8.5 10.0
Consistency 8.5 9.2
Tests Correct
Attempt pass rate 42.9% 31.8%
Flaky tests 4 2
Total Runs 63 63
Cost per result 0.660 0.005
Total Cost $0.025 $0.001
Input Price $0.435 / 1M $0.010 / 1M
Output Price $0.870 / 1M $0.030 / 1M
Total Input Tokens 44,845 40,718
Output Tokens 5,349 2,878
Reasoning Tokens 0 0
Response Time (avg) 12.38s 9.34s
Response Time (max) 58.65s 35.34s
Response Time (total) 260.06s 177.48s

Generation showcase

Hamster playing table tennis

Prompt: Create a detailed SVG illustration of a hamster playing table tennis.

#113 DeepSeek V4 Pro

none
Invalid SVG
Cost
$0.000
Time
300.0s
Tokens
0 tok

#138 Ling-2.6-flash

none
No showcase result has been generated for this model yet.
Cost
$0.000
Time
-
Tokens
0 tok

Top Models by Score

Score vs Total Cost

Response Time (avg)

Score vs Response Time (avg)

Total Output Tokens

Score vs Total Output Tokens

Category Breakdown

Anti-AI Tricks Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V4 Pro 3.5 8.0 16.7% 1 14.02s 540 704 0
Ling-2.6-flash 6.8 8.1 58.3% 1 11.81s 726 573 0
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V4 Pro 4.6 7.9 22.2% 1 6.11s 7,279 531 0
Ling-2.6-flash 5.3 10.0 33.3% 0 11.21s 813 381 0
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V4 Pro 9.5 10.0 100.0% 0 25.49s 20,773 1,911 0
Ling-2.6-flash 3.0 10.0 0.0% 0 35.34s 20,818 1,069 0
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V4 Pro 6.9 5.8 66.7% 1 30.54s 5,633 170 0
Ling-2.6-flash 6.5 10.0 50.0% 0 8.48s 8,004 246 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V4 Pro 5.3 10.0 33.3% 0 3.17s 666 18 0
Ling-2.6-flash 3.0 10.0 0.0% 0 4.95s 810 24 0
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V4 Pro 4.3 9.9 0.0% 0 3.75s 471 132 0
Ling-2.6-flash 4.0 10.0 0.0% 0 1.45s 540 109 0
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V4 Pro 6.3 10.0 50.0% 0 8.23s 627 64 0
Ling-2.6-flash 9.8 10.0 100.0% 0 5.52s 732 81 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V4 Pro 7.6 7.2 77.8% 1 15.95s 594 173 0
Ling-2.6-flash 2.9 7.2 11.1% 1 6.51s 729 151 0
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V4 Pro 10.0 10.0 100.0% 0 5.92s 8,079 219 0
Ling-2.6-flash 3.0 10.0 0.0% 0 18.80s 7,324 229 0
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V4 Pro 3.0 10.0 0.0% 0 15.59s 183 1,427 0
Ling-2.6-flash 3.0 10.0 0.0% 0 1.06s 222 15 0

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