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Ling 2.6 Flash vs o3-mini

Head-to-head comparison across 3benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.

Ling 2.6 Flash

44

VS

o3-mini

58

0 categoriesvs3 categories

Pick o3-mini if you want the stronger benchmark profile. Ling 2.6 Flash only becomes the better choice if you want the cheaper token bill or you need the larger 262K context window.

Category Radar

Head-to-Head by Category

Category Breakdown

Coding

o3-mini
27vs49.3

+22.3 difference

Knowledge

o3-mini
59vs77.2

+18.2 difference

Inst. Following

o3-mini
57vs93.9

+36.9 difference

Operational Comparison

Ling 2.6 Flash

o3-mini

Price (per 1M tokens)

$0.1 / $0.3

$1.1 / $4.4

Speed

209.5 t/s

160 t/s

Latency (TTFT)

1.07s

7.12s

Context Window

262K

200K

Quick Verdict

Pick o3-mini if you want the stronger benchmark profile. Ling 2.6 Flash only becomes the better choice if you want the cheaper token bill or you need the larger 262K context window.

o3-mini is clearly ahead on the provisional aggregate, 58 to 44. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

o3-mini's sharpest advantage is in instruction following, where it averages 93.9 against 57. The single biggest benchmark swing on the page is GPQA, 59% to 77.2%.

o3-mini is also the more expensive model on tokens at $1.10 input / $4.40 output per 1M tokens, versus $0.10 input / $0.30 output per 1M tokens for Ling 2.6 Flash. That is roughly 14.7x on output cost alone. o3-mini is the reasoning model in the pair, while Ling 2.6 Flash is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use. Ling 2.6 Flash gives you the larger context window at 262K, compared with 200K for o3-mini.

Benchmark Deep Dive

Frequently Asked Questions (4)

Which is better, Ling 2.6 Flash or o3-mini?

o3-mini is ahead on BenchLM's provisional leaderboard, 58 to 44. The biggest single separator in this matchup is GPQA, where the scores are 59% and 77.2%.

Which is better for knowledge tasks, Ling 2.6 Flash or o3-mini?

o3-mini has the edge for knowledge tasks in this comparison, averaging 77.2 versus 59. Inside this category, GPQA is the benchmark that creates the most daylight between them.

Which is better for coding, Ling 2.6 Flash or o3-mini?

o3-mini has the edge for coding in this comparison, averaging 49.3 versus 27. Ling 2.6 Flash stays close enough that the answer can still flip depending on your workload.

Which is better for instruction following, Ling 2.6 Flash or o3-mini?

o3-mini has the edge for instruction following in this comparison, averaging 93.9 versus 57. Ling 2.6 Flash stays close enough that the answer can still flip depending on your workload.

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Last updated: April 22, 2026

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