{ "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" } ] } } }