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docparse: OCR weights, code, benchmarks and model card
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{
"dataset": "llamaindex/ExtractBench --test subset (6 documents: 3 short, 2 medium, 1 long)",
"setup": "two-stage: parse stage -> Qwen2.5-3B-Instruct Q4_K_M via llama.cpp on 4 CPU cores, 12,288-token context, same prompt/budget/scorer for both arms; harness llama-extract-bench",
"arms": {
"docparse_extract_local": {
"mean_value_f1": 35.8,
"mean_value_precision": 63.8,
"mean_value_recall": 32.5,
"documents": [
{
"document": "short/W14-Atascosa SWD Well No. 4 - W-14 (Updated 01.22.2025)",
"value_f1": 0.6457,
"value_precision": 0.7152,
"value_recall": 0.5885,
"grounded_f1": 0.0,
"text_chars_sent": 157,
"pages_truncated": 0,
"schema_prune_rounds": 4,
"finish_reason": "stop"
},
{
"document": "short/bianco-2024",
"value_f1": 0.8456,
"value_precision": 0.8693,
"value_recall": 0.8231,
"grounded_f1": 0.0,
"text_chars_sent": 6344,
"pages_truncated": 9,
"schema_prune_rounds": 2,
"finish_reason": "stop"
},
{
"document": "short/real_wyo_Goshen_2024",
"value_f1": 0.1958,
"value_precision": 0.4277,
"value_recall": 0.1269,
"grounded_f1": 0.0,
"text_chars_sent": 8711,
"pages_truncated": 0,
"schema_prune_rounds": 0,
"finish_reason": "stop"
},
{
"document": "medium/veralto_earnings_deck_q4fy25",
"value_f1": 0.35,
"value_precision": 0.35,
"value_recall": 0.35,
"grounded_f1": 0.0,
"text_chars_sent": 8991,
"pages_truncated": 34,
"schema_prune_rounds": 0,
"finish_reason": "stop"
},
{
"document": "medium/real_pueblo_oct_2025",
"value_f1": 0.0984,
"value_precision": 0.7679,
"value_recall": 0.0526,
"grounded_f1": 0.0,
"text_chars_sent": 9464,
"pages_truncated": 9,
"schema_prune_rounds": 0,
"finish_reason": "length"
},
{
"document": "long/real_sm0801_eco_full",
"value_f1": 0.0139,
"value_precision": 0.6977,
"value_recall": 0.007,
"grounded_f1": 0.0,
"text_chars_sent": 19243,
"pages_truncated": 55,
"schema_prune_rounds": 0,
"finish_reason": "length"
}
]
},
"pypdf_extract_local": {
"mean_value_f1": 32.9,
"mean_value_precision": 66.3,
"mean_value_recall": 29.8,
"documents": [
{
"document": "short/W14-Atascosa SWD Well No. 4 - W-14 (Updated 01.22.2025)",
"value_f1": 0.6457,
"value_precision": 0.7152,
"value_recall": 0.5885,
"grounded_f1": 0.0,
"text_chars_sent": 122,
"pages_truncated": 0,
"schema_prune_rounds": 4,
"finish_reason": "stop"
},
{
"document": "short/real_wyo_Goshen_2024",
"value_f1": 0.0801,
"value_precision": 0.6098,
"value_recall": 0.0429,
"grounded_f1": 0.0,
"text_chars_sent": 4925,
"pages_truncated": 0,
"schema_prune_rounds": 0,
"finish_reason": "stop"
},
{
"document": "short/bianco-2024",
"value_f1": 0.8518,
"value_precision": 0.8796,
"value_recall": 0.8256,
"grounded_f1": 0.0,
"text_chars_sent": 181,
"pages_truncated": 0,
"schema_prune_rounds": 2,
"finish_reason": "stop"
},
{
"document": "medium/veralto_earnings_deck_q4fy25",
"value_f1": 0.25,
"value_precision": 0.25,
"value_recall": 0.25,
"grounded_f1": 0.0,
"text_chars_sent": 8991,
"pages_truncated": 30,
"schema_prune_rounds": 0,
"finish_reason": "stop"
},
{
"document": "medium/real_pueblo_oct_2025",
"value_f1": 0.0965,
"value_precision": 0.7342,
"value_recall": 0.0516,
"grounded_f1": 0.0,
"text_chars_sent": 9464,
"pages_truncated": 8,
"schema_prune_rounds": 0,
"finish_reason": "length"
},
{
"document": "long/real_sm0801_eco_full",
"value_f1": 0.0519,
"value_precision": 0.7877,
"value_recall": 0.0269,
"grounded_f1": 0.0,
"text_chars_sent": 9662,
"pages_truncated": 53,
"schema_prune_rounds": 0,
"finish_reason": "length"
}
]
}
}
}