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feat: Sync evaluation codes and leaderboard with the latest version

#5
by DaekyuKwon - opened
upstage org
No description provided.
DaekyuKwon changed pull request title from chore: Refresh sample_results and leaderboard to 2026-02-09 to feat: Sync evaluation codes and leaderboard with the latest version
upstage org

Summary

  • Sync evaluation pipeline with the latest version (NID filter, Hungarian matching, merged tables)
  • Sync inference scripts (aws, google, llamaparse, microsoft, unstructured, upstage)
  • Refresh dataset/reference.json and dataset/sample_results/ with 2026-02-09 inference runs (7 providers)
  • Update main README usage and leaderboard; update scripts/README.md

Changes

Evaluation pipeline

  • src/: sync layout_evaluation.py, table_evaluation.py, utils.py; add geometry.py (isolated is_included); add _normalize_coords shim to handle both dict/list coordinate formats
  • evaluate.py: new CLI flags (--ref-path, --pred-path, --mode {layout,table,all,speed}, --evaluate-merged-table, --filter-by-gt-area, --min-match-score, --max-workers); writes <pred>.eval.json

Inference scripts

  • scripts/: add base.py, doc_grouping.py; sync infer_{aws,google,llamaparse,microsoft,unstructured,upstage}.py and utils.py

Dataset

  • dataset/reference.json: updated to the latest version
  • dataset/sample_results/
    • Add 7 new samples (2026-02-09): aws_260209.json, google_260209.json, llamaparse_260209.json, microsoft_260209.json, unstructured_260209.json, upstage_standard_260209.json, upstage_enhanced_260209.json

Docs & misc

  • README.md: update Evaluation section to match new CLI (--ref-path, --pred-path, --mode); refresh leaderboard (7 rows, 2026-02-09)
  • scripts/README.md: updated to the latest version
  • .gitignore: ignore predictions/, __pycache__/, *.eval.json

##Leaderboard (2026-02-09)

Source Request date TEDS ↑ TEDS-S ↑ NID ↑ Avg. Time (secs) ↓
upstage (enhanced) 2026-02-09 95.59 97.62 96.62 7.56
upstage (standard) 2026-02-09 96.06 97.25 96.29 3.77
aws 2026-02-09 95.48 96.99 95.97 7.95
unstructured 2026-02-09 80.26 89.51 91.78 6.80
llamaparse 2026-02-09 90.73 93.20 90.53 10.88
microsoft 2026-02-09 77.85 85.74 87.03 3.39
google 2026-02-09 78.30 80.71 82.17 37.00
DaekyuKwon changed pull request status to open
upstage org

LGTM!

DaekyuKwon changed pull request status to merged

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