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Re-grade the 25 leaderboard routers with the current evaluator - #253

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Oct 30, 2026
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yl231 merged 1 commit into
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regrade/2026-10-29

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@yl231 yl231 commented Oct 30, 2026

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Re-grades every prediction file behind a leaderboard row (25 routers) with the current evaluator. It ran on GitHub's runners, because LiveCodeBench grading executes submitted code: workflow run 40971464215 on main at 5a342c5, 4 workers per router. All 25 jobs succeeded.

What the current evaluator includes that some stored scores predate

What this PR changes

  • Prediction files: per-row accuracy and cost. Each file keeps its original JSON formatting, so the diff shows only changed values. Routers that stored no per-row scores (BizRouter, NuRoute, Weave, Chayan, chuzom, cruq, LLM Router, R**2, vLLM-SR) now have them, so their website difficulty breakdowns can be built. nadir-caliper's stored all-zero scores are replaced.
  • README: Arena, accuracy, cost and optimality columns, with the table re-ranked. Robustness doesn't depend on grading and is unchanged.

Correction: the /evaluate re-runs I triggered on #232, #229 and #224 earlier today graded with each PR branch's own copy of the evaluator, so they did not include these fixes. The numbers here supersede them.

Not re-graded: Paix2 (on hold, #211), and four prediction files with no leaderboard row (glm-4-air-router, llm-router, nadir-tumbler, sqwish-router).

Leaderboard before → after

Rank (before → after) Router Arena Accuracy Cost / 1K
2 → 1 Divyam 76.88 → 77.22 80.43 → 80.83 $0.65 → $0.65
1 → 2 BizRouter 77.04 → 77.08 81.61 → 81.66 $1.00 → $1.00
3 → 3 KT-ModelRouter 76.28 → 76.37 78.14 → 78.24 $0.27 → $0.27
4 → 4 Sqwish Router 76.21 → 76.31 79.76 → 79.88 $0.70 → $0.70
5 → 5 R**2: Reasonometry Router 76.13 → 76.16 78.94 → 78.97 $0.48 → $0.48
6 → 6 Cross-Router 75.75 → 75.87 78.14 → 78.27 $0.40 → $0.40
7 → 7 LLM Router 75.69 → 75.77 78.44 → 78.54 $0.49 → $0.49
8 → 8 SapientAI Auto Router 75.41 → 75.69 77.89 → 78.23 $0.43 → $0.43
9 → 9 vLLM‑SR 74.86 → 74.96 77.18 → 77.30 $0.42 → $0.42
10 → 10 nadir-caliper 74.55 → 74.81 75.84 → 76.14 $0.22 → $0.22
12 → 11 BARouter 73.79 → 74.22 75.72 → 76.22 $0.36 → $0.36
11 → 12 AgentForge Router 74.13 → 74.20 74.72 → 74.80 $0.13 → $0.13
13 → 13 NuRoute Artemis 72.87 → 73.47 75.47 → 76.19 $0.60 → $0.60
14 → 14 Weave Router 72.82 → 72.88 76.32 → 76.22 $0.94 → $0.87
16 → 15 OrcaRouter‑Adaptive 72.08 → 72.41 75.54 → 75.63 $1.00 → $0.86
15 → 16 Nadir Router 72.29 → 72.24 75.01 → 74.96 $0.68 → $0.68
17 → 17 Hybrid Router 72.08 → 72.15 71.38 → 71.46 $0.04 → $0.04
18 → 18 R2-Router 71.60 → 71.86 71.23 → 71.18 $0.06 → $0.04
19 → 19 cruq-router 70.77 → 70.82 71.35 → 71.41 $0.18 → $0.18
20 → 20 chuzom-solo-v32 70.61 → 70.64 70.59 → 70.62 $0.10 → $0.10
21 → 21 Azure-Model-Router 70.42 → 70.41 72.94 → 72.93 $0.73 → $0.73
22 → 22 Auto Router 70.05 → 70.27 70.17 → 70.42 $0.12 → $0.12
23 → 23 Lynkr 67.65 → 68.02 68.41 → 68.83 $0.29 → $0.29
26 → 25 AsiaInfo-Router 65.87 → 66.30 75.20 → 75.82 $8.54 → $8.54
29 → 29 Chayan 63.83 → 63.70 64.89 → 64.87 $0.56 → $0.61

Row-level changes per prediction file

"Newly scored" rows had no stored score before. Grade flips compare stored and new scores, including the optional candidate rows; for Cross-Router all flips are in candidate rows. Two flips in nadir-cascade-v2 were checked against the labels by hand (ArcMMLU_468 answered A, label D; ArcMMLU_65 answered D, label A): the stored 1.0 was wrong.

Router file Rows newly scored Grade flips 0→1 / 1→0 Rows with new cost LiveCodeBench share of flips
AsiaInfo-Router 0 53 / 0 0 53/53
BARouter 0 53 / 0 0 53/53
BizRouter 8395 0 / 0 0 0/0
PSAI-Auto-Router 0 32 / 4 0 36/36
agentforge-router 2 2 / 3 4829 3/5
auto_router 0 45 / 2 28 20/47
azure-model-router 0 77 / 1 5061 2/78
chayan 8400 0 / 0 0 0/0
chuzom-solo-v32 8400 0 / 0 0 0/0
cross-router 784 94 / 207 3557 44/301
cruq-router 8400 0 / 0 0 0/0
divyam-router 0 46 / 2 0 48/48
hybrid-router 0 2 / 1 0 3/3
llm-router-g3 8400 0 / 0 0 0/0
lynkr 163 37 / 0 13 31/37
nadir-caliper 0 6093 / 0 0 310/6093
nadir-cascade-v2 0 53 / 89 7631 15/142
nuroutev2-artemis 8382 0 / 0 0 0/0
orcarouter-adaptive 0 3 / 17 4327 4/20
r2-reasonometry-router 8400 0 / 0 0 0/0
r2-router 0 1 / 6 9953 7/7
sqwish-fvcta8 0 31 / 1 0 32/32
vllm-sr 14063 0 / 0 0 0/0
weave-router 8384 0 / 0 8384 0/0

🤖 Generated with Claude Code

Every prediction file behind a leaderboard row was re-graded on GitHub's
runners (workflow run 40971464215, main at 5a342c5) with the LiveCodeBench
fixes (#230, #234, #239), the METEOR cap (#216) and the current price table.
The re-graded files keep their original JSON formatting. README Arena,
accuracy, cost and optimality columns are updated and the table re-ranked;
robustness does not depend on grading and is unchanged. Divyam moves to #1
(77.22) and BizRouter to #2 (77.08).

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
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