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Claude Opus 4.7 (Adaptive) vs Mellum2-12B-A2.5B-Thinking

Head-to-head comparison across 2benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.

Claude Opus 4.7 (Adaptive)

85

VS

Mellum2-12B-A2.5B-Thinking

59

2 categoriesvs0 categories

Verified leaderboard positions: Claude Opus 4.7 (Adaptive) #8 · Mellum2-12B-A2.5B-Thinking unranked

Pick Claude Opus 4.7 (Adaptive) if you want the stronger benchmark profile. Mellum2-12B-A2.5B-Thinking only becomes the better choice if its workflow or ecosystem matters more than the raw scoreboard.

Category Radar

Head-to-Head by Category

Category Breakdown

Coding

Claude Opus 4.7 (Adaptive)
72.9vs69.9

+3.0 difference

Knowledge

Claude Opus 4.7 (Adaptive)
68.2vs57.6

+10.6 difference

Operational Comparison

Claude Opus 4.7 (Adaptive)

Mellum2-12B-A2.5B-Thinking

Price (per 1M tokens)

$5 / $25

N/A

Speed

N/A

N/A

Latency (TTFT)

N/A

N/A

Context Window

1M

128K

Quick Verdict

Pick Claude Opus 4.7 (Adaptive) if you want the stronger benchmark profile. Mellum2-12B-A2.5B-Thinking only becomes the better choice if its workflow or ecosystem matters more than the raw scoreboard.

Claude Opus 4.7 (Adaptive) is clearly ahead on the provisional aggregate, 85 to 59. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

Claude Opus 4.7 (Adaptive)'s sharpest advantage is in knowledge, where it averages 68.2 against 57.6. The single biggest benchmark swing on the page is GPQA, 94.2% to 57.6%.

Claude Opus 4.7 (Adaptive) gives you the larger context window at 1M, compared with 128K for Mellum2-12B-A2.5B-Thinking.

Benchmark Deep Dive

Frequently Asked Questions (3)

Which is better, Claude Opus 4.7 (Adaptive) or Mellum2-12B-A2.5B-Thinking?

Claude Opus 4.7 (Adaptive) is ahead on BenchLM's provisional leaderboard, 85 to 59. The biggest single separator in this matchup is GPQA, where the scores are 94.2% and 57.6%.

Which is better for knowledge tasks, Claude Opus 4.7 (Adaptive) or Mellum2-12B-A2.5B-Thinking?

Claude Opus 4.7 (Adaptive) has the edge for knowledge tasks in this comparison, averaging 68.2 versus 57.6. Inside this category, GPQA is the benchmark that creates the most daylight between them.

Which is better for coding, Claude Opus 4.7 (Adaptive) or Mellum2-12B-A2.5B-Thinking?

Claude Opus 4.7 (Adaptive) has the edge for coding in this comparison, averaging 72.9 versus 69.9. Mellum2-12B-A2.5B-Thinking stays close enough that the answer can still flip depending on your workload.

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Last updated: June 8, 2026

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