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PR-review eval results

Model: DeepSeek v4 pro (all arms + judge). Metric: see README.md.

PR #4678 (2 ground-truth issues)

arm findings recall_GT precision F1 specificity tokens seconds
pure_copilot 2 0.00 1.00 0.00 1.00 4,246 34
copilot_skill 0 0.00 0.00 0.00 0.00 31,550 50
claudecode_skill 3 0.00 1.00 0.00 1.00 490,291 202
claudecode_opus_skill 1 0.00 1.00 0.00 1.00 398,757 283
copilot_v2 5 0.00 1.00 0.00 1.00 998,507 313

Per-issue coverage: pure_copilot: gt1=0,gt2=0; copilot_skill: gt1=0,gt2=0; claudecode_skill: gt1=0,gt2=0; claudecode_opus_skill: gt1=0,gt2=0; copilot_v2: gt1=0,gt2=0

PR #4679 (4 ground-truth issues)

arm findings recall_GT precision F1 specificity tokens seconds
pure_copilot 2 0.12 1.00 0.22 0.50 19,173 76
copilot_skill 2 0.00 1.00 0.00 0.00 29,217 69
claudecode_skill 1 0.12 0.00 0.00 1.00 658,383 156
claudecode_opus_skill 2 0.12 0.00 0.00 1.00 4,340,800 573
copilot_v2 1 0.00 0.00 0.00 1.00 905,266 299

Per-issue coverage: pure_copilot: gt1=0.5,gt2=0,gt3=0,gt4=0; copilot_skill: gt1=0,gt2=0,gt3=0,gt4=0; claudecode_skill: gt1=0.5,gt2=0,gt3=0,gt4=0; claudecode_opus_skill: gt1=0.5,gt2=0,gt3=0,gt4=0; copilot_v2: gt1=0,gt2=0,gt3=0,gt4=0

PR #4849 (2 ground-truth issues)

arm findings recall_GT precision F1 specificity tokens seconds
pure_copilot 2 0.25 0.50 0.33 1.00 7,146 47
copilot_skill 1 0.25 1.00 0.40 1.00 13,941 76
claudecode_skill 2 0.25 1.00 0.40 1.00 764,975 187
claudecode_opus_skill 2 0.00 1.00 0.00 1.00 704,305 132
copilot_v2 3 0.25 1.00 0.40 1.00 475,084 328

Per-issue coverage: pure_copilot: gt1=0.5,gt2=0; copilot_skill: gt1=0.5,gt2=0; claudecode_skill: gt1=0.5,gt2=0; claudecode_opus_skill: gt1=0,gt2=0; copilot_v2: gt1=0,gt2=0.5

Aggregate (mean over PRs)

arm recall_GT precision F1 specificity tokens seconds
pure_copilot 0.12 0.83 0.19 0.83 10,188 52
copilot_skill 0.08 0.67 0.13 0.33 24,903 65
claudecode_skill 0.12 0.67 0.13 1.00 637,883 182
claudecode_opus_skill 0.04 0.67 0.00 1.00 1,814,621 330
copilot_v2 0.08 0.67 0.13 1.00 792,952 313