Skip to content

Submit R**2: Reasonometry Router - #191

Open
sashakolpakov wants to merge 7 commits into
RouteWorks:mainfrom
sashakolpakov:submission-r2-reasonometry-router-little-delta
Open

Submit R**2: Reasonometry Router#191
sashakolpakov wants to merge 7 commits into
RouteWorks:mainfrom
sashakolpakov:submission-r2-reasonometry-router-little-delta

Conversation

@sashakolpakov

@sashakolpakov sashakolpakov commented Aug 21, 2026

Copy link
Copy Markdown

The previous export path put internal projected token usage into the public generated_result.token_usage fields instead of usage measured from the model calls. RouterArena then calculated its cost and Arena score from those invalid fields.

@sashakolpakov

Copy link
Copy Markdown
Author

/evaluate

@github-actions

Copy link
Copy Markdown

Router Evaluation Results

Router: r2-reasonometry-router
Dataset Split: full

RouterArena Metrics

Metric Value
RouterArena Score 0.6790
Accuracy 68.31%
Total Cost $1.744850
Avg Cost per Query $0.000208
Avg Cost per 1K Queries $0.2077
Number of Queries 8400
Abnormal Entries 0
Robustness Score 0.8738

Evaluation completed by RouterArena automated workflow

@sashakolpakov

Copy link
Copy Markdown
Author

/evaluate

@github-actions

Copy link
Copy Markdown

Router Evaluation Results

Router: r2-reasonometry-router
Dataset Split: full

RouterArena Metrics

Metric Value
RouterArena Score 0.7759
Accuracy 78.22%
Total Cost $0.762912
Avg Cost per Query $0.000091
Avg Cost per 1K Queries $0.0908
Number of Queries 8400
Abnormal Entries 0
Robustness Score 0.9381

Evaluation completed by RouterArena automated workflow

@sashakolpakov

Copy link
Copy Markdown
Author

/evaluate

@github-actions

Copy link
Copy Markdown

Router Evaluation Results

Router: r2-reasonometry-router
Dataset Split: full

RouterArena Metrics

Metric Value
RouterArena Score 0.7601
Accuracy 75.66%
Total Cost $0.327764
Avg Cost per Query $0.000039
Avg Cost per 1K Queries $0.0390
Number of Queries 8400
Abnormal Entries 0
Robustness Score 0.9810

Evaluation completed by RouterArena automated workflow

@sashakolpakov

Copy link
Copy Markdown
Author

/evaluate

@github-actions

Copy link
Copy Markdown

Router Evaluation Results

Router: r2-reasonometry-router
Dataset Split: full

RouterArena Metrics

Metric Value
RouterArena Score 0.7661
Accuracy 76.35%
Total Cost $0.339680
Avg Cost per Query $0.000040
Avg Cost per 1K Queries $0.0404
Number of Queries 8400
Abnormal Entries 0
Robustness Score 0.9810

Evaluation completed by RouterArena automated workflow

@sashakolpakov

Copy link
Copy Markdown
Author

/evaluate

@github-actions

Copy link
Copy Markdown

Router Evaluation Results

Router: r2-reasonometry-router
Dataset Split: full

RouterArena Metrics

Metric Value
RouterArena Score 0.7835
Accuracy 78.26%
Total Cost $0.339680
Avg Cost per Query $0.000040
Avg Cost per 1K Queries $0.0404
Number of Queries 8400
Abnormal Entries 0
Robustness Score 0.9810

Evaluation completed by RouterArena automated workflow

@sashakolpakov

Copy link
Copy Markdown
Author

Hello, @xufan866 @yl231 - just checking in on this PR. Please let me know if you need any additional input from me.

@yl231

yl231 commented Aug 29, 2026

Copy link
Copy Markdown
Contributor

Thanks for the submission, @sashakolpakov. Maintainer review — I can't accept the current result because the cost is not real, and the cost axis is what places this at the top of the board.

Auditing r2-reasonometry-router.json:

  • 95% of queries (8,012 / 8,400) route to THUDM/GLM-4-9B-0414 on a local-ollama endpoint, emitting bare multiple-choice letters (e.g. "\nC", 3 output tokens).
  • The decisive issue: input_tokens is a constant 40 on every row, regardless of prompt length — and the prompts vary from tens to hundreds of tokens. Real tokenizers never return an identical input count across different prompts. (input, output, total) = (40, 3, 43) appears on 69.7% of all queries.

Hard-coded token counts produce the reported $0.04/1K, which is what yields the #1 Arena score — so the ranking is an artifact of the fabricated metering, not the router. This also contradicts the PR's own description of a "multi-round / API-calling reasoning router."

To be reconsidered, please resubmit with real token accounting from the actual model calls (true per-prompt input tokens and full completion output), and predictions that reflect the multi-round behavior you describe. I'm happy to re-review once the metering is genuine.

@sashakolpakov

sashakolpakov commented Aug 29, 2026 via email

Copy link
Copy Markdown
Author

@sashakolpakov

Copy link
Copy Markdown
Author

/evaluate

@github-actions

github-actions Bot commented Sep 2, 2026

Copy link
Copy Markdown

Router Evaluation Results

Router: r2-reasonometry-router
Dataset Split: full

RouterArena Metrics

Metric Value
RouterArena Score 0.7550
Accuracy 78.08%
Total Cost $3.810044
Avg Cost per Query $0.000454
Avg Cost per 1K Queries $0.4536
Number of Queries 8400
Abnormal Entries 5
Robustness Score 0.9357

⚠️ 5 of 8400 queries (0.1%) had no valid generation (inference failed / empty answer) and were scored as incorrect (0). These queries still count toward the denominator, so accuracy and cost reflect the full query set. Please regenerate predictions for these queries and resubmit for a complete evaluation.


Evaluation completed by RouterArena automated workflow

@sashakolpakov

Copy link
Copy Markdown
Author

/evaluate

@github-actions

github-actions Bot commented Sep 3, 2026

Copy link
Copy Markdown

Router Evaluation Results

Router: r2-reasonometry-router
Dataset Split: full

RouterArena Metrics

Metric Value
RouterArena Score 0.7553
Accuracy 78.11%
Total Cost $3.813432
Avg Cost per Query $0.000454
Avg Cost per 1K Queries $0.4540
Number of Queries 8400
Abnormal Entries 0
Robustness Score 0.9357

Evaluation completed by RouterArena automated workflow

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

None yet

Projects

None yet

Development

Successfully merging this pull request may close these issues.

2 participants