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Graded 30 October 2026

Can LlamaParse keep a set together when it continues across a page break?

LlamaParse kept all ten invoice line items together in one array across the page break. It retained the six items from page one and four from page two, with no boundary duplicate and all 40 values correct.

1 of 1 test case passed

Every test case in this scenario has a result.

Pass rate100%1 of 1 gradable
Coverage1 of 1test case with a result
1PassDid everything it was expected to do.
0FailNo test case failed.
0Not gradableEvery result here could be graded.
0UntestedEvery test case in this scenario has a result.
The pass rate is a summary. The evidence is the test case below: what we sent, what we checked, what the tool returned, and the proof.

The test case

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Set continues past a page boundaryPassEvidence
What we sent
InputDocument (PDF)
Input PDF: ten invoice items across two pages, with the column header repeated.
Open the PDF ↗
ConfigurationCaptured file (JSON)
Extraction schema: the requested invoice details for each item across both pages.
Cited values3 values from this file
properties › line_items › description
Every line item in the invoice table, covering every row across both pages
properties › line_items › items › properties
{ "description": { "type": "string", "description": "The description of the line item" }, "quantity": { "type": "string", "description": "The quantity of the line item" }, "unit_price": { "type": "string", "description": "The unit price of the line item" }, "amount": { "type": "string", "description": "The amount of the line item" } }
required
["line_items"]
Show the whole file (1 KB)
JSON
{
  "type": "object",
  "properties": {
    "line_items": {
      "type": "array",
      "description": "Every line item in the invoice table, covering every row across both pages",
      "items": {
        "type": "object",
        "properties": {
          "description": {
            "type": "string",
            "description": "The description of the line item"
          },
          "quantity": {
            "type": "string",
            "description": "The quantity of the line item"
          },
          "unit_price": {
            "type": "string",
            "description": "The unit price of the line item"
          },
          "amount": {
            "type": "string",
            "description": "The amount of the line item"
          }
        }
      }
    }
  },
  "required": ["line_items"]
}
Open the JSON file ↗
What the tool returned
JSONline 1, lines 9–72, line 991 of the file · copied lines 10–71
{
  …
  "extract_result": {
    "line_items": [
      {
        "description": "Retail Shelving Unit - Steel, 5-Tier",
        "quantity": "12",
        "unit_price": "84.00",
        "amount": "1,008.00"
      },
      {
        "description": "Checkout Counter - Laminate Top",
        "quantity": "3",
        "unit_price": "310.00",
        "amount": "930.00"
      },
      {
        "description": "Security Tag Deactivator - Handheld",
        "quantity": "6",
        "unit_price": "45.50",
        "amount": "273.00"
      },
      {
        "description": "Price Label Printer - Thermal",
        "quantity": "4",
        "unit_price": "162.00",
        "amount": "648.00"
      },
      {
        "description": "Shopping Basket - 20L, Set of 10",
        "quantity": "8",
        "unit_price": "38.00",
        "amount": "304.00"
      },
      {
        "description": "Storeroom Pallet Racking - 4-Bay",
        "quantity": "2",
        "unit_price": "540.00",
        "amount": "1,080.00"
      },
      {
        "description": "Barcode Scanner - Wireless",
        "quantity": "10",
        "unit_price": "58.00",
        "amount": "580.00"
      },
      {
        "description": "Receipt Paper Roll - Case of 50",
        "quantity": "15",
        "unit_price": "22.00",
        "amount": "330.00"
      },
      {
        "description": "Mannequin - Adjustable, Full Body",
        "quantity": "6",
        "unit_price": "95.00",
        "amount": "570.00"
      },
      {
        "description": "Display Signage Kit - Window Set",
        "quantity": "5",
        "unit_price": "76.00",
        "amount": "380.00"
      }
    ]
  },
…
}

Extraction output: one array of ten items, with no duplicate at the page break.

Copied from Output file (JSON), lines 10–71

Open the JSON file ↗
Expected vs. Found
✓Expected: One array containing the invoice’s ten line items, including those on page two, with none missing or duplicated at the page break.Found: It returned one array of ten items for the invoice’s ten rows, in order, without duplicates; 40 of 40 values matched the printed table.
Supporting proof
Proof 1Screenshot
Screenshot: ten extracted item rows and their reported confidence.
Open original ↗
Why this result

The requested set had to remain intact across both pages. Schema-driven extraction produced one array containing the invoice’s ten items in order, without a boundary duplicate; all 40 returned values matched the 40 printed values.

Also observed in this test case

Reported confidence. The results panel reported at least 90% confidence for each of the 40 extracted line-item values.

Tested by Rugved Nichite · evidence dated 28 October 2026

Configuration and setup

How this tool was set up for the run and what the test needed in place. Each row is a fact from the run's records; a fact the records do not hold is left out, not guessed.

Software that produced the output
LlamaParse
Build or version
LlamaCloud web app (build v9bc3d1a1); Extract, Agentic tier
Plan or tier
Free plan (20,000 credits)
Surface
Web app
Set up before the run
A two-page invoice was required, with each item wholly on one page and the column header repeated on page two. Extraction had to collect each item’s description, quantity, unit price and amount.
Line items array description
Every line item in the invoice table, covering every row across both pages
Item description field
The description of the line item
Quantity field
The quantity of the line item
Unit price field
The unit price of the line item
Amount field
The amount of the line item
Extraction schema
One required line items array of objects with four string fields
Tested
28 October 2026 · Rugved Nichite

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  • Pass: the tool did everything the test expected, and nothing it said contradicts the correct answer.
  • Fail: at least one expected behaviour clearly didn't happen; the test case's result says which one and quotes the tool.
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History of this result

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from the publication record
12 November 2026First publishedStructured Document Extraction v1

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Cite this result
aidemos.com/benchmarks/structured-document-extraction/results/llamaparse/the-set-continues-across-a-page-break · 1 pass · 0 fail · coverage 1/1 · graded 2026-10-30

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Verify the proof files

These files support this result. Open a file to inspect the original evidence.

Input · Document (PDF) ↗application/pdf · 82 KB
Output file (JSON) ↗text/plain; charset=utf-8 · 31 KB
Proof 1 · Screenshot ↗image/png · 157 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Input · Document (PDF)d1f3282702260730267278b1071ee30cf79918fa8489d9411c98d8f6e5209f18
Output file (JSON)4eab12ed4ba48e59496ed1f30d5aacb1dc5d7fc689f948a21f3da691c67b3268
Configuration · Captured file (JSON)03b4a19bfd21dbdb837b186861ba93b0f95d38aa142c253bb8e43c5c3fc55629
Proof 1 · Screenshoted60dd6fa4be778fd95eb790455a6842e651a666e1d5fd4e6cffacc4e3e49703