Add ExtractBench Pro

.gitattributes

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+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.avro filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.lz4 filter=lfs diff=lfs merge=lfs -text
+*.mds filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
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+*.onnx filter=lfs diff=lfs merge=lfs -text
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+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
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+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+# Audio files - uncompressed
+*.pcm filter=lfs diff=lfs merge=lfs -text
+*.sam filter=lfs diff=lfs merge=lfs -text
+*.raw filter=lfs diff=lfs merge=lfs -text
+# Audio files - compressed
+*.aac filter=lfs diff=lfs merge=lfs -text
+*.flac filter=lfs diff=lfs merge=lfs -text
+*.mp3 filter=lfs diff=lfs merge=lfs -text
+*.ogg filter=lfs diff=lfs merge=lfs -text
+*.wav filter=lfs diff=lfs merge=lfs -text
+# Image files - uncompressed
+*.bmp filter=lfs diff=lfs merge=lfs -text
+*.gif filter=lfs diff=lfs merge=lfs -text
+*.png filter=lfs diff=lfs merge=lfs -text
+*.tiff filter=lfs diff=lfs merge=lfs -text
+# Image files - compressed
+*.jpg filter=lfs diff=lfs merge=lfs -text
+*.jpeg filter=lfs diff=lfs merge=lfs -text
+*.webp filter=lfs diff=lfs merge=lfs -text
+# Video files - compressed
+*.mp4 filter=lfs diff=lfs merge=lfs -text
+*.webm filter=lfs diff=lfs merge=lfs -text
+counting_rules.jsonl filter=lfs diff=lfs merge=lfs -text
+docs/chart_reading/agency_staffing_invoice_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/chart_reading/aggregate_qc_report_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/chart_reading/chemo_verification_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/chart_reading/contractor_dispute_binder_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/chart_reading/dam_operations_report_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/chart_reading/drilling_report_bundle_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/chart_reading/earthwork_quantity_packet_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/chart_reading/integrity_filing_annex_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/chart_reading/pipeline_inspection_report_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/chart_reading/pump_station_calculation_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/chart_reading/qt_audit_bulletin_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/chart_reading/stock_declaration_file_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/chart_reading/time_location_chart_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/chart_reading/time_location_chart_02.pdf filter=lfs diff=lfs merge=lfs -text
+docs/chart_reading/titration_packet_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/chart_reading/track_chart_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/chart_reading/well_completion_filing_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/chart_reading/wireline_log_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/chart_reading/wireline_log_02.pdf filter=lfs diff=lfs merge=lfs -text
+docs/chart_reading/wireline_log_03.pdf filter=lfs diff=lfs merge=lfs -text
+docs/counting_rules/care_home_census_review_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/counting_rules/circulation_audit_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/counting_rules/clinical_listing_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/counting_rules/college_cohort_file_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/counting_rules/container_demurrage_claim_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/counting_rules/demand_response_settlement_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/counting_rules/election_canvass_binder_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/counting_rules/election_canvass_binder_02.pdf filter=lfs diff=lfs merge=lfs -text
+docs/counting_rules/engine_utilisation_return_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/counting_rules/export_credit_policy_results_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/counting_rules/franchise_royalty_report_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/counting_rules/hotel_room_block_review_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/counting_rules/import_duty_reconciliation_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/counting_rules/joint_interest_billing_review_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/counting_rules/lab_safety_review_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/counting_rules/landfill_diversion_return_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/counting_rules/library_aid_claim_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/counting_rules/library_aid_claim_02.pdf filter=lfs diff=lfs merge=lfs -text
+docs/counting_rules/library_aid_claim_03.pdf filter=lfs diff=lfs merge=lfs -text
+docs/counting_rules/mortgage_servicing_report_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/counting_rules/payroll_audit_packet_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/counting_rules/premium_audit_worksheet_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/counting_rules/purchase_contract_review_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/counting_rules/school_enrollment_review_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/counting_rules/show_entry_check_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/counting_rules/spread_betting_account_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/counting_rules/subscription_seat_review_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/counting_rules/transit_ridership_review_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/counting_rules/transit_ridership_review_02.pdf filter=lfs diff=lfs merge=lfs -text
+docs/counting_rules/travel_expense_binder_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/counting_rules/travel_expense_binder_02.pdf filter=lfs diff=lfs merge=lfs -text
+docs/counting_rules/tv_post_buy_affidavit_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/counting_rules/vendor_statement_reconciliation_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/document_conventions/benefits_census_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/document_conventions/customs_entry_7501_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/document_conventions/gl_trial_balance_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/document_conventions/gl_trial_balance_02.pdf filter=lfs diff=lfs merge=lfs -text
+docs/document_conventions/grant_award_form_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/document_conventions/insurance_schedule_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/document_conventions/investor_report_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/document_conventions/loss_run_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/document_conventions/loss_run_02.pdf filter=lfs diff=lfs merge=lfs -text
+docs/document_conventions/mortgage_application_1003_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/document_conventions/patient_record_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/document_conventions/payment_remittance_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/document_conventions/property_bulletin_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/document_conventions/regulations_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/document_conventions/regulations_02.pdf filter=lfs diff=lfs merge=lfs -text
+docs/document_conventions/sec_13f_report_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/document_conventions/ub04_claim_form_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/document_conventions/ucc_search_form_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/document_conventions/utility_invoice_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/document_conventions/utility_invoice_02.pdf filter=lfs diff=lfs merge=lfs -text
+docs/plan_reading/assessment_billing_run_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/plan_reading/capacity_change_pack_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/plan_reading/claims_triage_bundle_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/plan_reading/credit_facility_binder_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/plan_reading/credit_facility_binder_02.pdf filter=lfs diff=lfs merge=lfs -text
+docs/plan_reading/eligibility_appeals_file_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/plan_reading/fibre_splice_record_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/plan_reading/fund_structure_file_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/plan_reading/fund_structure_file_02.pdf filter=lfs diff=lfs merge=lfs -text
+docs/plan_reading/hvac_balancing_report_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/plan_reading/hvac_balancing_report_02.pdf filter=lfs diff=lfs merge=lfs -text
+docs/plan_reading/insurance_programme_file_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/plan_reading/insurance_programme_file_02.pdf filter=lfs diff=lfs merge=lfs -text
+docs/plan_reading/med_gas_shutdown_notice_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/plan_reading/network_change_request_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/plan_reading/network_change_request_02.pdf filter=lfs diff=lfs merge=lfs -text
+docs/plan_reading/one_line_commissioning_binder_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/plan_reading/one_line_commissioning_binder_02.pdf filter=lfs diff=lfs merge=lfs -text
+docs/plan_reading/parking_variance_hearing_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/plan_reading/probate_court_file_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/plan_reading/procurement_audit_pack_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/plan_reading/rezoning_notice_packet_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/plan_reading/right_of_way_acquisition_packet_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/plan_reading/site_plan_review_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/plan_reading/tower_coverage_credit_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/plan_reading/water_loss_audit_01.pdf filter=lfs diff=lfs merge=lfs -text
+docs/plan_reading/water_loss_audit_02.pdf filter=lfs diff=lfs merge=lfs -text
+document_conventions.jsonl filter=lfs diff=lfs merge=lfs -text

README.md

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+---
+license: apache-2.0
+configs:
+- config_name: extract-bench-pro
+  features:
+  - name: id
+    dtype: string
+  - name: category
+    dtype: string
+  - name: pdf
+    dtype: string
+  - name: data_schema
+    dtype: string
+  - name: expected_output
+    dtype: string
+  - name: field_rules
+    dtype: string
+  - name: repeated_structure
+    dtype: string
+  - name: tags
+    sequence: string
+  data_files:
+  - split: chart_reading
+    path: chart_reading.jsonl
+  - split: plan_reading
+    path: plan_reading.jsonl
+  - split: counting_rules
+    path: counting_rules.jsonl
+  - split: document_conventions
+    path: document_conventions.jsonl
+language:
+- en
+pretty_name: ExtractBench Pro
+size_categories:
+- n<1K
+tags:
+- document-extraction
+- structured-extraction
+- information-extraction
+- pdf
+- benchmark
+- evaluation
+- json-schema
+- visual-grounding
+- synthetic
+---
+
+# ExtractBench Pro
+
+**Quick links:** [\[🌐 Website\]](https://extractbench.ai) [\[💻 Code\]](https://github.com/run-llama/ExtractBench) [\[📚 ExtractBench\]](https://huggingface.co/datasets/llamaindex/ExtractBench)
+
+ExtractBench Pro is the hard companion to [ExtractBench](https://huggingface.co/datasets/llamaindex/ExtractBench). The task is the same: given a full document and a user-written schema, return a schema-valid JSON object with the correct, exhaustive values and evidence for each one. The difference is what makes a value hard. In ExtractBench Pro, many values cannot be copied from the page. The reader has to read a curve or a drawing, apply the counting rules the issuer states once, or follow a convention set elsewhere in the document.
+
+ExtractBench Pro contains 100 documents (2,676 pages, 1–83 pages each) across 81 document types, with 143,735 expected values. Every document is synthetic: its values are fictional and fixed before the page is rendered, so the expected output is exact by construction.
+
+## Challenge subsets
+
+Each document belongs to exactly one subset: the challenge a naive reader most often gets wrong in it. A document can also contain values of other challenges, and values that are read directly from the page.
+
+| Subset | Challenge | Documents | Pages | Expected values |
+|---|---|---:|---:|---:|
+| `chart_reading` | Read values printed only as a curve, trace, log track, grid cell or lookup chart, and combine them with the rules and tables of the document | 20 | 332 | 3,848 |
+| `plan_reading` | Read relations and areas that exist only as drawn geometry or topology: plats, site plans, one-line diagrams, risers, structure charts and family trees | 27 | 535 | 2,637 |
+| `counting_rules` | Count, total and classify records under the rules and definitions the issuer states once, in its own terms | 33 | 1,012 | 31,211 |
+| `document_conventions` | Return the value a convention stated elsewhere sets: codes, hand-filled forms, system printouts, amendments and restatements | 20 | 797 | 106,039 |
+| **Total** | | **100** | **2,676** | **143,735** |
+
+<details>
+  <summary>Document types per subset</summary>
+
+- **Chart reading:** wireline logs (3), time-location charts (2), agency staffing invoice, aggregate QC report, chemotherapy verification, contractor dispute binder, dam operations report, drilling report bundle, earthwork quantity packet, integrity filing annex, pipeline inspection report, pump station calculation, QT audit bulletin, stock declaration file, titration packet, track chart, well completion filing
+- **Plan reading:** credit facility binders (2), fund structure files (2), HVAC balancing reports (2), insurance programme files (2), network change requests (2), one-line commissioning binders (2), water loss audits (2), assessment billing run, capacity change pack, claims triage bundle, eligibility appeals file, fibre splice record, medical gas shutdown notice, parking variance hearing, probate court file, procurement audit pack, rezoning notice packet, right-of-way acquisition packet, site plan review, tower coverage credit
+- **Counting rules:** library aid claims (3), election canvass binders (2), transit ridership reviews (2), travel expense binders (2), care home census review, circulation audit, clinical listing, college cohort file, container demurrage claim, demand response settlement, engine utilisation return, export credit policy results, franchise royalty report, hotel room block review, import duty reconciliation, joint interest billing review, lab safety review, landfill diversion return, mortgage servicing report, payroll audit packet, premium audit worksheet, purchase contract review, school enrollment review, show entry check, spread betting account, subscription seat review, TV post-buy affidavit, vendor statement reconciliation
+- **Document conventions:** GL trial balances (2), loss runs (2), regulations (2), utility invoices (2), benefits census, customs entry (CBP 7501), grant award form, insurance schedule, investor report, mortgage application (URLA 1003), patient record, payment remittance, property bulletin, SEC 13F report, UB-04 claim form, UCC search form
+
+</details>
+
+## Capture conditions and length
+
+Each document is also tagged by how most of its pages were captured, by length and by business domain. The axes are independent of the challenge subset.
+
+| Perception | Documents | What most pages look like |
+|---|---:|---|
+| `digital` | 21 | Born-digital pages with a text layer |
+| `image` | 8 | Clean page images without scanner noise |
+| `scan` | 45 | Light or medium scan |
+| `heavy_scan` | 19 | Heavy or extreme scan |
+| `handwritten` | 7 | Hand-filled forms or handwritten values |
+
+- **Length:** `short` (10 pages or fewer) 6 documents, `medium` (11–50 pages) 83 documents, `long` (more than 50 pages) 11 documents.
+- **Domain:** `D1` finance (26), `D2` energy (18), `D3` government (19), `D5` supply chain (8), `D6` healthcare (13), `D7` legal (3), `D8` real estate (13), using the ExtractBench domain codes.
+
+The six short documents are single plotter sheets 13 to 17 feet long (well logs, a track chart and time-location charts), scanned or photocopied, with no text layer; each asks for 446 to 715 values. Charts and drawings in other documents are often page images too, so their values cannot be read from a text layer. Some scanned documents carry a text layer that does not match the printed page. The printed page is authoritative. One document prints two pages on each sheet, turned sideways.
+
+## Usage
+
+Load a subset with `datasets`:
+
+```python
+from datasets import load_dataset
+import json
+
+ds = load_dataset("llamaindex/ExtractBenchPro", split="chart_reading")
+case = ds[0]
+schema = json.loads(case["data_schema"])
+expected = json.loads(case["expected_output"])
+```
+
+The rows use the same format as ExtractBench, so the [evaluation framework](https://github.com/run-llama/ExtractBench) scores them unchanged. To rebuild the `<stem>.pdf` + `<stem>.test.json` layout that the framework reads:
+
+```python
+import json, shutil
+from pathlib import Path
+from huggingface_hub import snapshot_download
+
+root = Path(snapshot_download("llamaindex/ExtractBenchPro", repo_type="dataset"))
+out = Path("data/extract_bench_pro")
+for split in ["chart_reading", "plan_reading", "counting_rules", "document_conventions"]:
+    for line in (root / f"{split}.jsonl").read_text().splitlines():
+        row = json.loads(line)
+        stem = Path(row["pdf"]).stem
+        (out / split).mkdir(parents=True, exist_ok=True)
+        shutil.copyfile(root / row["pdf"], out / split / f"{stem}.pdf")
+        sidecar = {
+            "tags": row["tags"],
+            "data_schema": json.loads(row["data_schema"]),
+            "expected_output": json.loads(row["expected_output"]),
+            "_field_rules": json.loads(row["field_rules"]),
+        }
+        (out / split / f"{stem}.test.json").write_text(json.dumps(sidecar))
+```
+
+Scoring follows ExtractBench and is fully deterministic:
+
+- **Unified value F1:** whether the extracted values match the expected output, under one definition for scalar fields and arrays of records.
+- **Near-perfect value F1:** the share of documents with a unified value F1 of at least 99%.
+- **Word-level grounding F1:** a field counts as grounded only when its value is correct and its predicted box overlaps an accepted box for that field at IoU 0.5.
+- **Page-level grounding F1:** requires the correct source page rather than a box.
+
+The evaluation dataset files are:
+
+- [chart_reading.jsonl](chart_reading.jsonl): 20 test cases across 332 pages
+- [plan_reading.jsonl](plan_reading.jsonl): 27 test cases across 535 pages
+- [counting_rules.jsonl](counting_rules.jsonl): 33 test cases across 1,012 pages
+- [document_conventions.jsonl](document_conventions.jsonl): 20 test cases across 797 pages
+- [docs/](https://huggingface.co/datasets/llamaindex/ExtractBenchPro/tree/main/docs): source PDFs organized by subset
+
+<details>
+  <summary>Dataset Format</summary>
+
+Each line in a JSONL file is one document-schema test case:
+
+```json
+{
+    "id": "chart_reading/wireline_log_01",          // Unique test-case id: <subset>/<stem>
+    "category": "chart_reading",                    // Subset name
+    "pdf": "docs/chart_reading/wireline_log_01.pdf", // Relative path to the source document
+    "data_schema": "{...}",         // JSON-encoded JSON Schema the output must validate against
+    "expected_output": "{...}",     // JSON-encoded ground-truth extraction
+    "field_rules": "{...}",         // JSON-encoded per-field scoring rules
+    "repeated_structure": "{}",     // JSON-encoded record-identity config (empty: records are matched on their values)
+    "tags": ["source:synthetic", "challenge:chart_reading", "perception:scan", "length:short", "domain:D2"]
+}
+```
+
+`data_schema`, `expected_output`, `field_rules` and `repeated_structure` are stored as JSON-encoded strings because schemas differ by document. Decode them with `json.loads`. The largest `field_rules` cell is about 6 MB, so the dataset viewer shows only a preview of each cell. The downloaded file contains the complete data.
+
+**`field_rules`** maps each value path to a scoring rule:
+
+- `evidence`: accepted readings and their source locations, stored as `{page, bbox, quote, value}`; any accepted reading counts as correct
+- `source_policy`: whether the value must appear verbatim in the document
+- `evidence_required` / `verified`: whether located evidence exists for the value
+- `normalizers`: value normalization applied before comparison
+
+</details>
+
+## Data Display
+
+<table>
+  <tr>
+    <td align="center"><a href="https://huggingface.co/datasets/llamaindex/ExtractBenchPro/blob/main/docs/chart_reading/titration_packet_01.pdf"><img src="thumbnails/ecg_rhythm_strips.png" width="200" /></a><br><sub>ECG rhythm strips</sub></td>
+    <td align="center"><a href="https://huggingface.co/datasets/llamaindex/ExtractBenchPro/blob/main/docs/plan_reading/claims_triage_bundle_01.pdf"><img src="thumbnails/decision_flowchart.png" width="200" /></a><br><sub>Decision flowchart</sub></td>
+    <td align="center"><a href="https://huggingface.co/datasets/llamaindex/ExtractBenchPro/blob/main/docs/plan_reading/rezoning_notice_packet_01.pdf"><img src="thumbnails/zoning_atlas_map.png" width="200" /></a><br><sub>Zoning atlas map</sub></td>
+    <td align="center"><a href="https://huggingface.co/datasets/llamaindex/ExtractBenchPro/blob/main/docs/plan_reading/capacity_change_pack_01.pdf"><img src="thumbnails/single_line_power_diagram.png" width="200" /></a><br><sub>Single-line power diagram</sub></td>
+  </tr>
+  <tr>
+    <td align="center"><a href="https://huggingface.co/datasets/llamaindex/ExtractBenchPro/blob/main/docs/chart_reading/agency_staffing_invoice_01.pdf"><img src="thumbnails/colour_coded_shift_roster.png" width="200" /></a><br><sub>Colour-coded shift roster</sub></td>
+    <td align="center"><a href="https://huggingface.co/datasets/llamaindex/ExtractBenchPro/blob/main/docs/plan_reading/probate_court_file_01.pdf"><img src="thumbnails/probate_family_tree.png" width="200" /></a><br><sub>Probate family tree</sub></td>
+    <td align="center"><a href="https://huggingface.co/datasets/llamaindex/ExtractBenchPro/blob/main/docs/plan_reading/fund_structure_file_02.pdf"><img src="thumbnails/fund_structure_chart.png" width="200" /></a><br><sub>Fund structure chart</sub></td>
+    <td align="center"><a href="https://huggingface.co/datasets/llamaindex/ExtractBenchPro/blob/main/docs/chart_reading/wireline_log_01.pdf"><img src="thumbnails/wireline_well_log_tracks.png" width="200" /></a><br><sub>Wireline well-log tracks</sub></td>
+  </tr>
+  <tr>
+    <td align="center"><a href="https://huggingface.co/datasets/llamaindex/ExtractBenchPro/blob/main/docs/chart_reading/chemo_verification_01.pdf"><img src="thumbnails/nomogram_with_straightedge.png" width="200" /></a><br><sub>Nomogram with straightedge</sub></td>
+    <td align="center"><a href="https://huggingface.co/datasets/llamaindex/ExtractBenchPro/blob/main/docs/chart_reading/pipeline_inspection_report_01.pdf"><img src="thumbnails/pipeline_inspection_strip_log.png" width="200" /></a><br><sub>Pipeline inspection strip log</sub></td>
+    <td align="center"><a href="https://huggingface.co/datasets/llamaindex/ExtractBenchPro/blob/main/docs/document_conventions/property_bulletin_01.pdf"><img src="thumbnails/bars_and_line_combo_chart.png" width="200" /></a><br><sub>Bars-and-line combo chart</sub></td>
+    <td align="center"><a href="https://huggingface.co/datasets/llamaindex/ExtractBenchPro/blob/main/docs/chart_reading/stock_declaration_file_01.pdf"><img src="thumbnails/warehouse_slot_hatch_map.png" width="200" /></a><br><sub>Warehouse slot hatch map</sub></td>
+  </tr>
+  <tr>
+    <td align="center"><a href="https://huggingface.co/datasets/llamaindex/ExtractBenchPro/blob/main/docs/plan_reading/site_plan_review_01.pdf"><img src="thumbnails/site_plan_with_review_marks.png" width="200" /></a><br><sub>Site plan with review marks</sub></td>
+    <td align="center"><a href="https://huggingface.co/datasets/llamaindex/ExtractBenchPro/blob/main/docs/plan_reading/insurance_programme_file_01.pdf"><img src="thumbnails/hand_drawn_ownership_network.png" width="200" /></a><br><sub>Hand-drawn ownership network</sub></td>
+    <td align="center"><a href="https://huggingface.co/datasets/llamaindex/ExtractBenchPro/blob/main/docs/chart_reading/time_location_chart_02.pdf"><img src="thumbnails/time_location_chart.png" width="200" /></a><br><sub>Time-location chart</sub></td>
+    <td align="center"><a href="https://huggingface.co/datasets/llamaindex/ExtractBenchPro/blob/main/docs/document_conventions/investor_report_01.pdf"><img src="thumbnails/dark_theme_bar_panel.png" width="200" /></a><br><sub>Dark-theme bar panel</sub></td>
+  </tr>
+  <tr>
+    <td align="center"><a href="https://huggingface.co/datasets/llamaindex/ExtractBenchPro/blob/main/docs/plan_reading/assessment_billing_run_01.pdf"><img src="thumbnails/subdivision_plat.png" width="200" /></a><br><sub>Subdivision plat</sub></td>
+    <td align="center"><a href="https://huggingface.co/datasets/llamaindex/ExtractBenchPro/blob/main/docs/chart_reading/aggregate_qc_report_01.pdf"><img src="thumbnails/sieve_grading_curves.png" width="200" /></a><br><sub>Sieve grading curves</sub></td>
+    <td align="center"><a href="https://huggingface.co/datasets/llamaindex/ExtractBenchPro/blob/main/docs/plan_reading/fibre_splice_record_01.pdf"><img src="thumbnails/fibre_splice_diagram.png" width="200" /></a><br><sub>Fibre splice diagram</sub></td>
+    <td align="center"><a href="https://huggingface.co/datasets/llamaindex/ExtractBenchPro/blob/main/docs/chart_reading/dam_operations_report_01.pdf"><img src="thumbnails/reservoir_hydrograph_strips.png" width="200" /></a><br><sub>Reservoir hydrograph strips</sub></td>
+  </tr>
+</table>
+
+## Copyright Statement
+
+All documents are synthetic and contain fictional values. The dataset is released under the [Apache 2.0 License](https://www.apache.org/licenses/LICENSE-2.0). For questions, contact us through the [GitHub repository](https://github.com/run-llama/ExtractBench).
+
+## Links
+
+- **Code:** [run-llama/ExtractBench](https://github.com/run-llama/ExtractBench)
+- **ExtractBench:** [llamaindex/ExtractBench](https://huggingface.co/datasets/llamaindex/ExtractBench), real-document extraction
+- **ParseBench:** [llamaindex/ParseBench](https://huggingface.co/datasets/llamaindex/ParseBench), a companion benchmark for document parsing

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