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Your financial agent

Compare source versions and answer with cited figures.

Research question Which Q3 FY2023 figure controls?

Answer with source $36.080M in the Form 10-K/A

Your financial context

The filings and source rules that govern the answer.

10-Q Original filing August 8, 2023

8-K Non-reliance notice Item 4.02

10-K/A Restated figures August 29, 2025

DATA Private finance data Access controlled

Browse all tasks

from sie_sdk import SIEClient
client = SIEClient(
    api_key="sk-sie-…",
    base_url="https://api.superlinked.com",
)
# Parse a document → clean markdown, tables and layout kept.
result = client.extract(
    "modeldocling",
    {"document": fileHTMLpathward-filing-packet.htmlbrowse},
)
print(result["data"]["markdown"])

document_bytes=$(base64 < 'pathward-filing-packet.html' | tr -d '\n')
curl https://api.superlinked.com/v1/extract/docling \
  -H "Authorization: Bearer sk-sie-…" \
  -H "Content-Type: application/json" \
  -d "{\"items\":[{\"document\":{\"data\":\"$document_bytes\",\"format\":\"html\"}}]}"

Build the "Doc to Markdown" capability into my app using the Superlinked Inference Engine (SIE).

Context
- SIE is an OpenAI-style inference API. Python SDK: `from sie_sdk import SIEClient`; TypeScript: `@superlinked/sie-sdk`.
- Base URL: https://api.superlinked.com (or my regional endpoint). Auth: Bearer key from env `SIE_API_KEY` (never hard-code it).
- Model: docling (SIE primitive: /extract). Keep the model id configurable.

Task
- Input: an uploaded document (PDF / Office / scan).
- Behaviour: return clean markdown for the document, preserving tables and reading order
- Call the selected SIE primitive once per request and map the response into your domain type.

Deliverables
- A typed client wrapper, an application-level function for this task, error handling for timeouts/empty input, and unit tests with a stubbed client.
- Wire it into my existing stack (ask me which framework if unclear) and add a short usage example.

Original and restated Pathward filing rows showing the reported amount, adjustment and restated amount — Input filing statementspathward-filing-packet.html

Run

import numpy as np
from sie_sdk import SIEClient
client = SIEClient(
    api_key="sk-sie-…",
    base_url="https://api.superlinked.com",
)
query = "queryWhich passage reports Pathward's restated Q3 FY2023 net income attributable to the parent?"
documents = [
    "document 1## Item 4.02 Form 8-K Accession 0000907471-25-000071. Filed June 26, 2025. On June 26, 2025, the Audit Committee (the "Audit Committee") of the Board of Directors of Pathward Financial, Inc. ("Pathward Financial" or the "Company"), after discussion with management and the Company's independent registered public accounting firm, Crowe LLP, concluded that the Company's audited consolidated financial statements as of the fiscal years ended September 30, 2024 and 2023, and for each year in the three fiscal year period ended September 30, 2024 contained in its Annual Reports on Form 10-K, and its unaudited consolidated financial statements as of and for the interim periods ended December 31, 2024, 2023, 2022, and 2021, March 31, 2024, 2023, and 2022, and June 30, 2024, 2023, and 2022 contained in its Quarterly Reports on Form 10-Q (collectively, the "Affected Periods") should no longer be relied upon because of errors identified in such financial statements, as described below. Similarly, any financial information in the Company's prior earnings releases, press releases, shareholder communications, investor presentations or other communications that relates to the Affected Periods or the fiscal quarter ended March 31, 2025 should no longer be relied upon. The change from net to gross basis presentation does not impact net income over the life of the portfolio, but changes the timing of when elements of the programs are recognized for accounting purposes.",
    "document 2# Pathward Financial source excerpts",
    "document 3## Original Form 10-Q Accession 0000907471-23-000090. Filed August 8, 2023. Three Months Ended June 30, 2023 | (Dollars in thousands, except per share data)   | 2023    | 2022    | 2023     | 2022     | |-------------------------------------------------|---------|---------|----------|----------| | Net income attributable to parent               | $45,096 | $22,391 | $127,709 | $132,966 | | Diluted                                         | $1.68   | $0.76   | $4.62    | $4.44    |",
    "document 4## Restated Form 10-K/A Accession 0000907471-25-000083. Filed August 29, 2025. Three Months Ended June 30, 2023 | (Dollars in thousands, except per share data)   | As Previously Reported on Form 10-Q   | Restatement Adjustment   | Restatement Reference   | As Restated   | As Previously Reported on Form 10-Q   | Restatement Adjustment   | Restatement Reference   | As Restated   | |-------------------------------------------------|---------------------------------------|--------------------------|-------------------------|---------------|---------------------------------------|--------------------------|-------------------------|---------------| | Net income attributable to parent               | $45,096                               | $(9,016)                 |                         | $36,080       | $127,709                              | $(9,721)                 |                         | $117,988      | | Diluted                                         | $1.68                                 |                          |                         | $1.34         | $4.62                                 |                          |                         | $4.27         |",
]
items = [{"text": query}, *({"text": d} for d in documents)]
vecs = client.encode("modelQwen/Qwen3-Embedding-4B", items)
mat = np.array([v["dense"] for v in vecs])
mat = mat / np.linalg.norm(mat, axis=1, keepdims=True)
scores = mat[1:] @ mat[0]  # cosine similarity to the query
for i in np.argsort(scores)[::-1]:
    print(f"{scores[i]:.3f}  {documents[i]}")

import { SIEClient } from '@superlinked/sie-sdk';

const client = new SIEClient('https://api.superlinked.com', {
  apiKey: 'sk-sie-…',
});

const query = "Which passage reports Pathward's restated Q3 FY2023 net income attributable to the parent?";
const documents = [
  "## Item 4.02 Form 8-K Accession 0000907471-25-000071. Filed June 26, 2025. On June 26, 2025, the Audit Committee (the \"Audit Committee\") of the Board of Directors of Pathward Financial, Inc. (\"Pathward Financial\" or the \"Company\"), after discussion with management and the Company's independent registered public accounting firm, Crowe LLP, concluded that the Company's audited consolidated financial statements as of the fiscal years ended September 30, 2024 and 2023, and for each year in the three fiscal year period ended September 30, 2024 contained in its Annual Reports on Form 10-K, and its unaudited consolidated financial statements as of and for the interim periods ended December 31, 2024, 2023, 2022, and 2021, March 31, 2024, 2023, and 2022, and June 30, 2024, 2023, and 2022 contained in its Quarterly Reports on Form 10-Q (collectively, the \"Affected Periods\") should no longer be relied upon because of errors identified in such financial statements, as described below. Similarly, any financial information in the Company's prior earnings releases, press releases, shareholder communications, investor presentations or other communications that relates to the Affected Periods or the fiscal quarter ended March 31, 2025 should no longer be relied upon. The change from net to gross basis presentation does not impact net income over the life of the portfolio, but changes the timing of when elements of the programs are recognized for accounting purposes.",
  "# Pathward Financial source excerpts",
  "## Original Form 10-Q Accession 0000907471-23-000090. Filed August 8, 2023. Three Months Ended June 30, 2023 | (Dollars in thousands, except per share data)   | 2023    | 2022    | 2023     | 2022     | |-------------------------------------------------|---------|---------|----------|----------| | Net income attributable to parent               | $45,096 | $22,391 | $127,709 | $132,966 | | Diluted                                         | $1.68   | $0.76   | $4.62    | $4.44    |",
  "## Restated Form 10-K/A Accession 0000907471-25-000083. Filed August 29, 2025. Three Months Ended June 30, 2023 | (Dollars in thousands, except per share data)   | As Previously Reported on Form 10-Q   | Restatement Adjustment   | Restatement Reference   | As Restated   | As Previously Reported on Form 10-Q   | Restatement Adjustment   | Restatement Reference   | As Restated   | |-------------------------------------------------|---------------------------------------|--------------------------|-------------------------|---------------|---------------------------------------|--------------------------|-------------------------|---------------| | Net income attributable to parent               | $45,096                               | $(9,016)                 |                         | $36,080       | $127,709                              | $(9,721)                 |                         | $117,988      | | Diluted                                         | $1.68                                 |                          |                         | $1.34         | $4.62                                 |                          |                         | $4.27         |",
];

const items = [{ text: query }, ...documents.map((text) => ({ text }))];
const vecs = await client.encode('Qwen/Qwen3-Embedding-4B', items);
const [q, ...d] = vecs.map((v) => v.dense);
const cosine = (a: Float32Array, b: Float32Array) => {
  const dot = a.reduce((s, x, i) => s + x * b[i], 0);
  return dot / (Math.hypot(...a) * Math.hypot(...b));
};
const ranked = documents
  .map((doc, i) => ({ doc, score: cosine(q!, d[i]!) }))
  .sort((a, b) => b.score - a.score);
console.log(ranked);

# Encode the query + candidates in one batch, then rank by cosine.
curl https://api.superlinked.com/v1/encode/Qwen%2FQwen3-Embedding-4B \
  -H "Authorization: Bearer sk-sie-…" \
  -H "Content-Type: application/json" \
  -d "{\"items\":[{\"text\":\"Which passage reports Pathward's restated Q3 FY2023 net income attributable to the parent?\"},{\"text\":\"## Item 4.02 Form 8-K Accession 0000907471-25-000071. Filed June 26, 2025. On June 26, 2025, the Audit Committee (the \\\"Audit Committee\\\") of the Board of Directors of Pathward Financial, Inc. (\\\"Pathward Financial\\\" or the \\\"Company\\\"), after discussion with management and the Company's independent registered public accounting firm, Crowe LLP, concluded that the Company's audited consolidated financial statements as of the fiscal years ended September 30, 2024 and 2023, and for each year in the three fiscal year period ended September 30, 2024 contained in its Annual Reports on Form 10-K, and its unaudited consolidated financial statements as of and for the interim periods ended December 31, 2024, 2023, 2022, and 2021, March 31, 2024, 2023, and 2022, and June 30, 2024, 2023, and 2022 contained in its Quarterly Reports on Form 10-Q (collectively, the \\\"Affected Periods\\\") should no longer be relied upon because of errors identified in such financial statements, as described below. Similarly, any financial information in the Company's prior earnings releases, press releases, shareholder communications, investor presentations or other communications that relates to the Affected Periods or the fiscal quarter ended March 31, 2025 should no longer be relied upon. The change from net to gross basis presentation does not impact net income over the life of the portfolio, but changes the timing of when elements of the programs are recognized for accounting purposes.\"},{\"text\":\"# Pathward Financial source excerpts\"},{\"text\":\"## Original Form 10-Q Accession 0000907471-23-000090. Filed August 8, 2023. Three Months Ended June 30, 2023 | (Dollars in thousands, except per share data)   | 2023    | 2022    | 2023     | 2022     | |-------------------------------------------------|---------|---------|----------|----------| | Net income attributable to parent               | \$45,096 | \$22,391 | \$127,709 | \$132,966 | | Diluted                                         | \$1.68   | \$0.76   | \$4.62    | \$4.44    |\"},{\"text\":\"## Restated Form 10-K/A Accession 0000907471-25-000083. Filed August 29, 2025. Three Months Ended June 30, 2023 | (Dollars in thousands, except per share data)   | As Previously Reported on Form 10-Q   | Restatement Adjustment   | Restatement Reference   | As Restated   | As Previously Reported on Form 10-Q   | Restatement Adjustment   | Restatement Reference   | As Restated   | |-------------------------------------------------|---------------------------------------|--------------------------|-------------------------|---------------|---------------------------------------|--------------------------|-------------------------|---------------| | Net income attributable to parent               | \$45,096                               | \$(9,016)                 |                         | \$36,080       | \$127,709                              | \$(9,721)                 |                         | \$117,988      | | Diluted                                         | \$1.68                                 |                          |                         | \$1.34         | \$4.62                                 |                          |                         | \$4.27         |\"}],\"params\":{\"output_types\":[\"dense\"]}}"

Build the "Search" capability into my app using the Superlinked Inference Engine (SIE).

Context
- SIE is an OpenAI-style inference API. Python SDK: `from sie_sdk import SIEClient`; TypeScript: `@superlinked/sie-sdk`.
- Base URL: https://api.superlinked.com (or my regional endpoint). Auth: Bearer key from env `SIE_API_KEY` (never hard-code it).
- Model: Qwen/Qwen3-Embedding-4B (SIE primitive: /encode). Keep the model id configurable.

Task
- Input: a query string plus a list of candidate documents.
- Behaviour: return the candidates ranked by semantic similarity to the query, with a score per candidate
- Encode the query and candidates in one batched /encode call, then rank by cosine similarity in the client. Do not call the API per candidate.

Deliverables
- A typed client wrapper, an application-level function for this task, error handling for timeouts/empty input, and unit tests with a stubbed client.
- Wire it into my existing stack (ask me which framework if unclear) and add a short usage example.

Run

from sie_sdk import SIEClient
client = SIEClient(
    api_key="sk-sie-…",
    base_url="https://api.superlinked.com",
)
query = "queryWhich passage reports Pathward's restated Q3 FY2023 net income attributable to the parent?"
documents = [
    "document 1## Item 4.02 Form 8-K Accession 0000907471-25-000071. Filed June 26, 2025. On June 26, 2025, the Audit Committee (the "Audit Committee") of the Board of Directors of Pathward Financial, Inc. ("Pathward Financial" or the "Company"), after discussion with management and the Company's independent registered public accounting firm, Crowe LLP, concluded that the Company's audited consolidated financial statements as of the fiscal years ended September 30, 2024 and 2023, and for each year in the three fiscal year period ended September 30, 2024 contained in its Annual Reports on Form 10-K, and its unaudited consolidated financial statements as of and for the interim periods ended December 31, 2024, 2023, 2022, and 2021, March 31, 2024, 2023, and 2022, and June 30, 2024, 2023, and 2022 contained in its Quarterly Reports on Form 10-Q (collectively, the "Affected Periods") should no longer be relied upon because of errors identified in such financial statements, as described below. Similarly, any financial information in the Company's prior earnings releases, press releases, shareholder communications, investor presentations or other communications that relates to the Affected Periods or the fiscal quarter ended March 31, 2025 should no longer be relied upon. The change from net to gross basis presentation does not impact net income over the life of the portfolio, but changes the timing of when elements of the programs are recognized for accounting purposes.",
    "document 2# Pathward Financial source excerpts",
    "document 3## Original Form 10-Q Accession 0000907471-23-000090. Filed August 8, 2023. Three Months Ended June 30, 2023 | (Dollars in thousands, except per share data)   | 2023    | 2022    | 2023     | 2022     | |-------------------------------------------------|---------|---------|----------|----------| | Net income attributable to parent               | $45,096 | $22,391 | $127,709 | $132,966 | | Diluted                                         | $1.68   | $0.76   | $4.62    | $4.44    |",
    "document 4## Restated Form 10-K/A Accession 0000907471-25-000083. Filed August 29, 2025. Three Months Ended June 30, 2023 | (Dollars in thousands, except per share data)   | As Previously Reported on Form 10-Q   | Restatement Adjustment   | Restatement Reference   | As Restated   | As Previously Reported on Form 10-Q   | Restatement Adjustment   | Restatement Reference   | As Restated   | |-------------------------------------------------|---------------------------------------|--------------------------|-------------------------|---------------|---------------------------------------|--------------------------|-------------------------|---------------| | Net income attributable to parent               | $45,096                               | $(9,016)                 |                         | $36,080       | $127,709                              | $(9,721)                 |                         | $117,988      | | Diluted                                         | $1.68                                 |                          |                         | $1.34         | $4.62                                 |                          |                         | $4.27         |",
]
items = [{"id": str(i), "text": d} for i, d in enumerate(documents)]
ranked = client.score("modelQwen/Qwen3-Reranker-4B", {"text": query}, items)
for r in ranked["scores"]:
    print(r["score"], documents[int(r["item_id"])])

import { SIEClient } from '@superlinked/sie-sdk';

const client = new SIEClient('https://api.superlinked.com', {
  apiKey: 'sk-sie-…',
});

const query = "Which passage reports Pathward's restated Q3 FY2023 net income attributable to the parent?";
const documents = [
  "## Item 4.02 Form 8-K Accession 0000907471-25-000071. Filed June 26, 2025. On June 26, 2025, the Audit Committee (the \"Audit Committee\") of the Board of Directors of Pathward Financial, Inc. (\"Pathward Financial\" or the \"Company\"), after discussion with management and the Company's independent registered public accounting firm, Crowe LLP, concluded that the Company's audited consolidated financial statements as of the fiscal years ended September 30, 2024 and 2023, and for each year in the three fiscal year period ended September 30, 2024 contained in its Annual Reports on Form 10-K, and its unaudited consolidated financial statements as of and for the interim periods ended December 31, 2024, 2023, 2022, and 2021, March 31, 2024, 2023, and 2022, and June 30, 2024, 2023, and 2022 contained in its Quarterly Reports on Form 10-Q (collectively, the \"Affected Periods\") should no longer be relied upon because of errors identified in such financial statements, as described below. Similarly, any financial information in the Company's prior earnings releases, press releases, shareholder communications, investor presentations or other communications that relates to the Affected Periods or the fiscal quarter ended March 31, 2025 should no longer be relied upon. The change from net to gross basis presentation does not impact net income over the life of the portfolio, but changes the timing of when elements of the programs are recognized for accounting purposes.",
  "# Pathward Financial source excerpts",
  "## Original Form 10-Q Accession 0000907471-23-000090. Filed August 8, 2023. Three Months Ended June 30, 2023 | (Dollars in thousands, except per share data)   | 2023    | 2022    | 2023     | 2022     | |-------------------------------------------------|---------|---------|----------|----------| | Net income attributable to parent               | $45,096 | $22,391 | $127,709 | $132,966 | | Diluted                                         | $1.68   | $0.76   | $4.62    | $4.44    |",
  "## Restated Form 10-K/A Accession 0000907471-25-000083. Filed August 29, 2025. Three Months Ended June 30, 2023 | (Dollars in thousands, except per share data)   | As Previously Reported on Form 10-Q   | Restatement Adjustment   | Restatement Reference   | As Restated   | As Previously Reported on Form 10-Q   | Restatement Adjustment   | Restatement Reference   | As Restated   | |-------------------------------------------------|---------------------------------------|--------------------------|-------------------------|---------------|---------------------------------------|--------------------------|-------------------------|---------------| | Net income attributable to parent               | $45,096                               | $(9,016)                 |                         | $36,080       | $127,709                              | $(9,721)                 |                         | $117,988      | | Diluted                                         | $1.68                                 |                          |                         | $1.34         | $4.62                                 |                          |                         | $4.27         |",
];
const items = documents.map((text, i) => ({ id: String(i), text }));
const ranked = await client.score('Qwen/Qwen3-Reranker-4B', { text: query }, items);
console.log(ranked.scores.map(({ itemId, score }) => ({ document: documents[Number(itemId)], score })));

curl https://api.superlinked.com/v1/score/Qwen%2FQwen3-Reranker-4B \
  -H "Authorization: Bearer sk-sie-…" \
  -H "Content-Type: application/json" \
  -d "{\"query\":{\"text\":\"Which passage reports Pathward's restated Q3 FY2023 net income attributable to the parent?\"},\"items\":[{\"id\":\"0\",\"text\":\"## Item 4.02 Form 8-K Accession 0000907471-25-000071. Filed June 26, 2025. On June 26, 2025, the Audit Committee (the \\\"Audit Committee\\\") of the Board of Directors of Pathward Financial, Inc. (\\\"Pathward Financial\\\" or the \\\"Company\\\"), after discussion with management and the Company's independent registered public accounting firm, Crowe LLP, concluded that the Company's audited consolidated financial statements as of the fiscal years ended September 30, 2024 and 2023, and for each year in the three fiscal year period ended September 30, 2024 contained in its Annual Reports on Form 10-K, and its unaudited consolidated financial statements as of and for the interim periods ended December 31, 2024, 2023, 2022, and 2021, March 31, 2024, 2023, and 2022, and June 30, 2024, 2023, and 2022 contained in its Quarterly Reports on Form 10-Q (collectively, the \\\"Affected Periods\\\") should no longer be relied upon because of errors identified in such financial statements, as described below. Similarly, any financial information in the Company's prior earnings releases, press releases, shareholder communications, investor presentations or other communications that relates to the Affected Periods or the fiscal quarter ended March 31, 2025 should no longer be relied upon. The change from net to gross basis presentation does not impact net income over the life of the portfolio, but changes the timing of when elements of the programs are recognized for accounting purposes.\"},{\"id\":\"1\",\"text\":\"# Pathward Financial source excerpts\"},{\"id\":\"2\",\"text\":\"## Original Form 10-Q Accession 0000907471-23-000090. Filed August 8, 2023. Three Months Ended June 30, 2023 | (Dollars in thousands, except per share data)   | 2023    | 2022    | 2023     | 2022     | |-------------------------------------------------|---------|---------|----------|----------| | Net income attributable to parent               | \$45,096 | \$22,391 | \$127,709 | \$132,966 | | Diluted                                         | \$1.68   | \$0.76   | \$4.62    | \$4.44    |\"},{\"id\":\"3\",\"text\":\"## Restated Form 10-K/A Accession 0000907471-25-000083. Filed August 29, 2025. Three Months Ended June 30, 2023 | (Dollars in thousands, except per share data)   | As Previously Reported on Form 10-Q   | Restatement Adjustment   | Restatement Reference   | As Restated   | As Previously Reported on Form 10-Q   | Restatement Adjustment   | Restatement Reference   | As Restated   | |-------------------------------------------------|---------------------------------------|--------------------------|-------------------------|---------------|---------------------------------------|--------------------------|-------------------------|---------------| | Net income attributable to parent               | \$45,096                               | \$(9,016)                 |                         | \$36,080       | \$127,709                              | \$(9,721)                 |                         | \$117,988      | | Diluted                                         | \$1.68                                 |                          |                         | \$1.34         | \$4.62                                 |                          |                         | \$4.27         |\"}]}"

Build the "Rerank" capability into my app using the Superlinked Inference Engine (SIE).

Context
- SIE is an OpenAI-style inference API. Python SDK: `from sie_sdk import SIEClient`; TypeScript: `@superlinked/sie-sdk`.
- Base URL: https://api.superlinked.com (or my regional endpoint). Auth: Bearer key from env `SIE_API_KEY` (never hard-code it).
- Model: Qwen/Qwen3-Reranker-4B (SIE primitive: /score). Keep the model id configurable.

Task
- Input: a query string plus a list of candidate documents.
- Behaviour: reorder the candidates by true relevance to the query using the cross-encoder
- Call the selected SIE primitive once per request and map the response into your domain type.

Deliverables
- A typed client wrapper, an application-level function for this task, error handling for timeouts/empty input, and unit tests with a stubbed client.
- Wire it into my existing stack (ask me which framework if unclear) and add a short usage example.

Run

from sie_sdk import SIEClient
client = SIEClient(
    api_key="sk-sie-…",
    base_url="https://api.superlinked.com",
)
result = client.extract(
    "modelurchade/gliner_multi-v2.1",
    {"text": "text## Restated Form 10-K/A Accession 0000907471-25-000083. Filed August 29, 2025. Three Months Ended June 30, 2023 | (Dollars in thousands, except per share data)   | As Previously Reported on Form 10-Q   | Restatement Adjustment   | Restatement Reference   | As Restated   | As Previously Reported on Form 10-Q   | Restatement Adjustment   | Restatement Reference   | As Restated   | |-------------------------------------------------|---------------------------------------|--------------------------|-------------------------|---------------|---------------------------------------|--------------------------|-------------------------|---------------| | Net income attributable to parent               | $45,096                               | $(9,016)                 |                         | $36,080       | $127,709                              | $(9,721)                 |                         | $117,988      | | Diluted                                         | $1.68                                 |                          |                         | $1.34         | $4.62                                 |                          |                         | $4.27         |"},
    labels=[
        "entity typereporting period",
        "entity typemoney amount",
    ],
)
for span in result["entities"]:
    print(span["label"], span["text"])

import { SIEClient } from '@superlinked/sie-sdk';

const client = new SIEClient('https://api.superlinked.com', {
  apiKey: 'sk-sie-…',
});

const result = await client.extract(
  'urchade/gliner_multi-v2.1',
  { text: "## Restated Form 10-K/A Accession 0000907471-25-000083. Filed August 29, 2025. Three Months Ended June 30, 2023 | (Dollars in thousands, except per share data)   | As Previously Reported on Form 10-Q   | Restatement Adjustment   | Restatement Reference   | As Restated   | As Previously Reported on Form 10-Q   | Restatement Adjustment   | Restatement Reference   | As Restated   | |-------------------------------------------------|---------------------------------------|--------------------------|-------------------------|---------------|---------------------------------------|--------------------------|-------------------------|---------------| | Net income attributable to parent               | $45,096                               | $(9,016)                 |                         | $36,080       | $127,709                              | $(9,721)                 |                         | $117,988      | | Diluted                                         | $1.68                                 |                          |                         | $1.34         | $4.62                                 |                          |                         | $4.27         |" },
  { labels: ["reporting period","money amount"] },
);
console.log(result.entities);

curl https://api.superlinked.com/v1/extract/urchade%2Fgliner_multi-v2.1 \
  -H "Authorization: Bearer sk-sie-…" \
  -H "Content-Type: application/json" \
  -d "{\"items\":[{\"text\":\"## Restated Form 10-K/A Accession 0000907471-25-000083. Filed August 29, 2025. Three Months Ended June 30, 2023 | (Dollars in thousands, except per share data)   | As Previously Reported on Form 10-Q   | Restatement Adjustment   | Restatement Reference   | As Restated   | As Previously Reported on Form 10-Q   | Restatement Adjustment   | Restatement Reference   | As Restated   | |-------------------------------------------------|---------------------------------------|--------------------------|-------------------------|---------------|---------------------------------------|--------------------------|-------------------------|---------------| | Net income attributable to parent               | \$45,096                               | \$(9,016)                 |                         | \$36,080       | \$127,709                              | \$(9,721)                 |                         | \$117,988      | | Diluted                                         | \$1.68                                 |                          |                         | \$1.34         | \$4.62                                 |                          |                         | \$4.27         |\"}],\"params\":{\"labels\":[\"reporting period\",\"money amount\"]}}"

Build the "Named entities" capability into my app using the Superlinked Inference Engine (SIE).

Context
- SIE is an OpenAI-style inference API. Python SDK: `from sie_sdk import SIEClient`; TypeScript: `@superlinked/sie-sdk`.
- Base URL: https://api.superlinked.com (or my regional endpoint). Auth: Bearer key from env `SIE_API_KEY` (never hard-code it).
- Model: urchade/gliner_multi-v2.1 (SIE primitive: /extract). Keep the model id configurable.

Task
- Input: a block of text.
- Behaviour: return the named entities found in the text with their types
- Call the selected SIE primitive once per request and map the response into your domain type.

Deliverables
- A typed client wrapper, an application-level function for this task, error handling for timeouts/empty input, and unit tests with a stubbed client.
- Wire it into my existing stack (ask me which framework if unclear) and add a short usage example.

Run

Output

Pathward filing packet

Original 10-Q · filed August 8, 2023

Q3 FY2023	Reported
Net income attributable to parent	$45.096M
Diluted earnings per share	$1.68

Item 4.02 Form 8-K · filed June 26, 2025

The prior financial statements should no longer be relied upon.

Restated 10-K/A · filed August 29, 2025

Q3 FY2023	Previously reported	Adjustment	As restated
Net income attributable to parent	$45.096M	$(9.016M)	$36.080M
Diluted earnings per share	$1.68	$(0.34)	$1.34

Extracts clean, agent-ready markdown
Keeps tables and layout intact

Output

## Item 4.02 Form 8-K Accession 0000907471-25-000071. Filed June 26, 2025. On June 26, 2025, the Audit Committee (the "Audit Committee") of the Board of Directors of Pathward Financial, Inc. ("Pathward Financial" or the "Company"), after discussion with management and the Company's independent registered public accounting firm, Crowe LLP, concluded that the Company's audited consolidated financial statements as of the fiscal years ended September 30, 2024 and 2023, and for each year in the three fiscal year period ended September 30, 2024 contained in its Annual Reports on Form 10-K, and its unaudited consolidated financial statements as of and for the interim periods ended December 31, 2024, 2023, 2022, and 2021, March 31, 2024, 2023, and 2022, and June 30, 2024, 2023, and 2022 contained in its Quarterly Reports on Form 10-Q (collectively, the "Affected Periods") should no longer be relied upon because of errors identified in such financial statements, as described below. Similarly, any financial information in the Company's prior earnings releases, press releases, shareholder communications, investor presentations or other communications that relates to the Affected Periods or the fiscal quarter ended March 31, 2025 should no longer be relied upon. The change from net to gross basis presentation does not impact net income over the life of the portfolio, but changes the timing of when elements of the programs are recognized for accounting purposes.

0.61

# Pathward Financial source excerpts

0.58

## Original Form 10-Q Accession 0000907471-23-000090. Filed August 8, 2023. Three Months Ended June 30, 2023 | (Dollars in thousands, except per share data) | 2023 | 2022 | 2023 | 2022 | |-------------------------------------------------|---------|---------|----------|----------| | Net income attributable to parent | $45,096 | $22,391 | $127,709 | $132,966 | | Diluted | $1.68 | $0.76 | $4.62 | $4.44 |

0.53

## Restated Form 10-K/A Accession 0000907471-25-000083. Filed August 29, 2025. Three Months Ended June 30, 2023 | (Dollars in thousands, except per share data) | As Previously Reported on Form 10-Q | Restatement Adjustment | Restatement Reference | As Restated | As Previously Reported on Form 10-Q | Restatement Adjustment | Restatement Reference | As Restated | |-------------------------------------------------|---------------------------------------|--------------------------|-------------------------|---------------|---------------------------------------|--------------------------|-------------------------|---------------| | Net income attributable to parent | $45,096 | $(9,016) | | $36,080 | $127,709 | $(9,721) | | $117,988 | | Diluted | $1.68 | | | $1.34 | $4.62 | | | $4.27 |

0.52

Top match at 0.61 · 4 candidates ranked

Ranks by meaning, not keyword overlap
Scores every candidate against your query

Output

↑ up 20.97

# Pathward Financial source excerpts

– held0.96

↑ up 10.96

↓ down 30.65

Reorders by true relevance
Scored by meaning, keyword-free

Output

## Restated Form 10-K/A Accession 0000907471-25-000083. Filed August 29, 2025. Three Months Ended June 30, 2023^{reporting period} | (Dollars in thousands, except per share data) | As Previously Reported on Form 10-Q | Restatement Adjustment | Restatement Reference | As Restated | As Previously Reported on Form 10-Q | Restatement Adjustment | Restatement Reference | As Restated | |-------------------------------------------------|---------------------------------------|--------------------------|-------------------------|---------------|---------------------------------------|--------------------------|-------------------------|---------------| | Net income attributable to parent | $45,096^{money amount} | $(9,016)^{money amount} | | $36,080^{money amount} | $127,709 | $(9,721) | | $117,988 | | Diluted | $1.68 | | | $1.34 | $4.62 | | | $4.27 |

Three Months Ended June 30, 2023reporting period$45,096money amount$(9,016)money amount$36,080money amount

4 matches across 2 types

Pulls typed entities straight from raw text

PRICE

$ / 1M input tokens ↓

$0.02 OpenAI 3-small

$0.02 Voyage voyage-4-lite

$0.0377 SIE Arctic Embed L v2

Voyage voyage-4-large $0.12

SIE Qwen3 Embedding 4B $0.13

OpenAI 3-large $0.13

QUALITY

nDCG@10 · NFCorpus ↑

SIE Qwen3 Embedding 4B 0.41

0.40

0.39

SIE Arctic Embed L v2 0.35

0.34

0.33

LATENCY

p50 ms ↓

36ms SIE Arctic Embed L v2

44ms

50ms

SIE Qwen3 Embedding 4B 150ms

165ms

178ms

PRICE

$ / 1M input tokens $ / 1M pairs ↓

$0.02 Voyage rerank-2.5-lite

$0.025 ZeroEntropy zerank-2

Voyage rerank-2.5 $0.05

Jina Reranker v3 $0.05

$6.63 SIE Qwen3 Reranker 0.6B

SIE Qwen3 Reranker 4B $61.89

QUALITY

nDCG@10 · AskUbuntu ↑

SIE Qwen3 Reranker 4B 0.70

0.68

0.67

SIE Qwen3 Reranker 0.6B 0.65

0.64

0.63

LATENCY

p50 ms ↓

60ms SIE Qwen3 Reranker 0.6B

75ms

150ms

SIE Qwen3 Reranker 4B 580ms

640ms

700ms

PRICE

$ / 1M input tokens ↓

$0.0907 SIE GLiNER Multi

$0.186 SIE GLiNER2 Large

$0.2 OpenAI GPT-5.4 nano

$0.3 Google Gemini 3.5 Flash-Lite

OpenAI GPT-5.4 mini $0.75

Anthropic Claude Haiku 4.5 $1

QUALITY

F1 · CoNLL-03 ↑

SIE GLiNER Multi 0.60

0.58

0.57

SIE GLiNER2 Large 0.54

0.52

0.51

LATENCY

p50 ms ↓

SIE GLiNER Multi 82ms

95ms

108ms

SIE GLiNER2 Large 130ms

145ms

158ms

PRICE

$ / 1k pages ↓

$0.397 SIE docling

$1.5 AWS Textract

$1.5 Google Enterprise Document OCR

$1.5 Azure Document Intelligence Read

Mistral OCR 4 $4

QUALITY

olmOCR ↑

SIE docling 0.32

0.30

0.29

LATENCY

p50 ms ↓

SIE docling 214ms

240ms

260ms

270ms

300ms

Our example filing agent traces a $9.016 million revision

View on GitHub

Filing source chain

10-Q · August 8, 2023 $45.096M Originally reported
8-K · Item 4.02 Do not rely on prior figures Source status changes
10-K/A · August 29, 2025 $36.080M Restated Q3 FY2023

Five model stages collect and check the filing evidence

01 Read the filing tables Docling Doc to Markdown

02 Find the same period BGE-M3 Search

03 Rank the filing passages Qwen3-Reranker-4B Rerank

04 Extract figures and dates GLiNER multi v2.1 Named entities

05 Validate exact source spans GLiNER2 large v1 Named entities

-$9.016M net income revision

$0.34 diluted EPS revision

-20.0% net income change

3 filings in the source chain

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Pathward filing packet

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Our example filing agent traces a $9.016 million revision

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