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qwen2.5-coder:7b

5.1 GB measured VRAM · 4-8GB tier · rag-gauntlet-v1

Exact passages, questions, and expected answers for this category are held back from publication to avoid training-data contamination — see About for why. This page shows per-tier pass/fail counts and timing only.

Tier 1 — floor 5/5

13 tokens · 2.885s (representative seed)

Tier 2 — restraint (refusal) 5/5

42 tokens · 0.427s (representative seed)

Tier 3 — distractor resistance 5/5

22 tokens · 0.312s (representative seed)

Tier 4 — multi-passage synthesis 0/5

24 tokens · 0.325s (representative seed)

Tier 5 — precise extraction 5/5

47 tokens · 0.461s (representative seed)

Tier 6 — long-context needle 5/5

19 tokens · 0.369s (representative seed)