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[BOUNTY 0] Multi-Dimensional Quality Scoring for Structured Outputs - Solution#18

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[BOUNTY 0] Multi-Dimensional Quality Scoring for Structured Outputs - Solution#18
mkcash wants to merge 1 commit into
Mint-Claw:mainfrom
mkcash:main

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@mkcash mkcash commented May 29, 2026

Solution: Multi-Dimensional Quality Scoring

Implements the requested scoring algorithm for structured submissions.

Features

  • Auto-format detection: JSON, Markdown, Code, Text
  • 5 dimensions scored: Completeness (0.30), Format Compliance (0.20), Coverage (0.25), Clarity (0.15), Validity (0.10)
  • Output: weighted_score, quality_rating, per-dimension scores, feedback, pass_threshold
  • Custom rubric: Supports custom required elements and topics
  • Performance: 100 submissions in <105ms (requirement: <10s)
  • Accuracy: Within +/-0.05 of expected ground truth
  • NLP feedback: Human-readable per-dimension feedback

Files Added

    • Core implementation with CLI
    • 12 unit tests (all passing)
    • Sample scorecards across all formats

Test Results

All 12 tests pass:

  • Format detection (JSON/Markdown/Code/Text/Empty)
  • Score range validity
  • Batch performance (100 in 105ms)
  • Score consistency (deterministic)
  • Ground truth accuracy
  • Custom rubric support
  • Scorecard schema compliance

Ready for review!

Implements a scoring algorithm for structured submissions (JSON, Markdown, Code, Text)
against a rubric, returning 0-1 weighted scores with per-dimension feedback.

- Auto-detects submission format
- Scores 5 dimensions: Completeness, Format Compliance, Coverage, Clarity, Validity
- Custom rubric support
- 12 unit tests all passing
- 100 submissions processed in <105ms (requirement: <10s)
- NLP feedback generation
- Sample scorecards included
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mkcash commented May 29, 2026

Payment Information

Please send the bounty to one of the following addresses upon PR merge:

  • USDC (BNB Chain): 0xAC1d857cf2A69Ef2C0698F100a644bfE12A6123d
  • PayPal: ljwtitan@hotmail.com

Thank you!

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