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DocLD FinTabNet Benchmark Results

Benchmark results for DocLD table extraction on the FinTabNet dataset.

Results Summary

Metric Value
Mean Accuracy 82.1%
Median 83.2%
P25 / P75 73.3% / 97.4%
Min / Max 22.7% / 100.0%
Scored Samples 500
Total Samples 500

Methodology

  • Dataset: FinTabNet_OTSL — 500 samples from the test split
  • Extraction: DocLD vision-based table extraction
  • Scoring: Needleman-Wunsch hierarchical alignment (same as RD-TableBench)
  • Output: HTML tables with rowspan/colspan for merged cells

Comparison

Provider FinTabNet Accuracy
DocLD 82.1%
GTE (IBM) ~78%
TATR (Microsoft) ~65%

Files

  • results.json — Full benchmark results with per-sample scores
  • predictions/ — HTML predictions for each sample
  • charts/ — Visualization PNGs

Links

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