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Every value comes back with its exact place in your text

Superlinked gives your agent one API to name the entity types it cares about and get back the phrase, the label, a score and the offsets.

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labels ["time", "location", "bearing", "temperature", "alert type", "recipient"]

At 8:13 p.m., at the Salem HBD, the reading for the L1 bearing was 103°F above ambient. This reading was high enough to trigger a noncritical alert to the Wayside Help Desk (see box), but not to the crew.

8:13 p.m. time 0.937 3 to 12
Salem location 0.820 21 to 26
L1 bearing bearing 0.965 52 to 62
103°F above ambient temperature 0.869 67 to 86
noncritical alert alert type 0.544 130 to 147

8 more spans came back further down the same report NTSB East Palestine illustrated digest, SPC-24-06

Labels like bearing and case number come back without training a model

SEC filing

company · filing form · government agency · date · accounting firm · reporting period

Pathward Financial, Inc. (the "Company") is filing this Amendment No. 1 on Form 10-K/A (this “Form 10-K/A”) to amend and restate its audited financial statements and related footnote information as of September 30, 2024 and September 30, 2023, and for the years ended September 30, 2024, 2023 and 2022, previously included in its Annual Report on Form 10-K filed with the Securities and Exchange Commission (the “SEC”) on November 26, 2024 (t …

Pathward Financial, Inc. company 0.888 0 to 24
Form 10-K/A filing form 0.926 75 to 86
Form 10-K/A filing form 0.864 94 to 105
September 30, 2024 date 0.891 201 to 219
September 30, 2023 date 0.783 224 to 242
+19 more spans returned
Pathward Form 10-K/A, SEC accession 0000907471-25-000083

Medicare claim

medical code · medical equipment · duration · missing documentation · organization · payment action

A supplier bills the claim for L1851 (Knee orthosis (KO), single upright, thigh and calf, with adjustable flexion and extension joint (unicentric or polycentric), medial-lateral and rotation control, with or without varus/valgus adjustment, prefabricated, off-the-shelf) and submits the following documentation per the review contractor’s request: Proof of delivery with face-to-face encounter 7 months ago The doctor didn’t document the face-to-face encounter within 6 months of proof of delivery. The review contractor completes the claim as an insufficient documentation error, and the MAC recoups payment.

A supplier organization 0.541 0 to 10
L1851 medical code 0.799 31 to 36
Knee orthosis medical equipment 0.681 38 to 51
review contractor organization 0.709 319 to 336
7 months ago duration 0.692 394 to 406
proof of delivery missing documentation 0.541 480 to 497
+3 more spans returned

proof of delivery The supplier did send proof of delivery. The document that never arrived is the face-to-face encounter, so this span carries the right label on the wrong phrase.

No span returned for

payment action

CMS Lower Limb Orthoses compliance example

Supreme Court opinion

court · case number · organization · person · date · judge

SUPREME COURT OF THE UNITED STATES No. 23–3 COINBASE, INC., PETITIONER v. DAVID SUSKI, ET AL. ON WRIT OF CERTIORARI TO THE UNITED STATES COURT OF APPEALS FOR THE NINTH CIRCUIT [May 23, 2024] JUSTICE JACKSON delivered the opinion of the Court.

SUPREME COURT OF THE UNITED STATES court 0.885 0 to 34
No. 23–3 case number 0.737 35 to 43
COINBASE, INC. organization 0.574 44 to 58
DAVID SUSKI person 0.941 74 to 85
COURT OF APPEALS FOR THE NINTH CIRCUIT court 0.791 137 to 175
+2 more spans returned
Coinbase, Inc. v. Suski, 602 U.S. 143 (2024)

These cards hold 3 of the 4 recorded documents; the rail report in the hero is the fourth. GLiNER returned 53 spans across all 4, and every one of them slices back to the exact phrase in the text that was sent, which the page data and CI both recheck character by character. 22 of the 24 labels sent came back with at least one span. One span carries the right label on the wrong phrase, marked on the Medicare card above.

Each span carries a score, so you can drop the ones below your bar

View on GitHub
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": "textPathward Financial, Inc. (the "Company") is filing this Amendment No. 1 on Form 10-K/A (this “Form 10-K/A”) to amend and restate its audited financial statements and related footnote information as of September 30, 2024 and September 30, 2023, and for the years ended September 30, 2024, 2023 and 2022, previously included in its Annual Report on Form 10-K filed with the Securities and Exchange Commission (the “SEC”) on November 26, 2024 (the “Original Report”). Additionally, it includes the restated unaudited interim condensed consolidated financial statements for the Affected Periods (as defined below). This Form 10-K/A also amends certain other Items in the Original Report, as listed in “Items Amended in this Form 10-K/A” below. As described in the Company’s Current Report on Form 8-K filed with the SEC on July 2, 2025, on June 26, 2025, the Audit Committee of our Board of Directors, after discussion with management and our independent registered public accounting firm, Crowe LLP, concluded that our audited consolidated financial statements as of the fiscal years ended September 30, 2024 and 2023, and for each year in the three fiscal year periods ended September 30, 2024 contained in our Annual Reports on Form 10-K, and our 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, June 30, 2024, 2023, and 2022, and September 30, 2024, 2023, and 2022 contained in our Quarterly Reports on Form 10-Q (collectively, but excluding the interim period ended December 31, 2024, the “Affected Periods”) should no longer be relied upon and should be restated because of errors identified in such financial statements, as described below."},
labels=[
"entity typecompany",
"entity typefiling form",
"entity typegovernment agency",
"entity typedate",
"entity typeaccounting firm",
"entity typereporting period",
],
)
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: "Pathward Financial, Inc. (the \"Company\") is filing this Amendment No. 1 on Form 10-K/A (this “Form 10-K/A”) to amend and restate its audited financial statements and related footnote information as of September 30, 2024 and September 30, 2023, and for the years ended September 30, 2024, 2023 and 2022, previously included in its Annual Report on Form 10-K filed with the Securities and Exchange Commission (the “SEC”) on November 26, 2024 (the “Original Report”). Additionally, it includes the restated unaudited interim condensed consolidated financial statements for the Affected Periods (as defined below). This Form 10-K/A also amends certain other Items in the Original Report, as listed in “Items Amended in this Form 10-K/A” below.\nAs described in the Company’s Current Report on Form 8-K filed with the SEC on July 2, 2025, on June 26, 2025, the Audit Committee of our Board of Directors, after discussion with management and our independent registered public accounting firm, Crowe LLP, concluded that our audited consolidated financial statements as of the fiscal years ended September 30, 2024 and 2023, and for each year in the three fiscal year periods ended September 30, 2024 contained in our Annual Reports on Form 10-K, and our 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, June 30, 2024, 2023, and 2022, and September 30, 2024, 2023, and 2022 contained in our Quarterly Reports on Form 10-Q (collectively, but excluding the interim period ended December 31, 2024, the “Affected Periods”) should no longer be relied upon and should be restated because of errors identified in such financial statements, as described below." },
  { labels: ["company","filing form","government agency","date","accounting firm","reporting period"] },
);
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\":\"Pathward Financial, Inc. (the \\\"Company\\\") is filing this Amendment No. 1 on Form 10-K/A (this “Form 10-K/A”) to amend and restate its audited financial statements and related footnote information as of September 30, 2024 and September 30, 2023, and for the years ended September 30, 2024, 2023 and 2022, previously included in its Annual Report on Form 10-K filed with the Securities and Exchange Commission (the “SEC”) on November 26, 2024 (the “Original Report”). Additionally, it includes the restated unaudited interim condensed consolidated financial statements for the Affected Periods (as defined below). This Form 10-K/A also amends certain other Items in the Original Report, as listed in “Items Amended in this Form 10-K/A” below.\\nAs described in the Company’s Current Report on Form 8-K filed with the SEC on July 2, 2025, on June 26, 2025, the Audit Committee of our Board of Directors, after discussion with management and our independent registered public accounting firm, Crowe LLP, concluded that our audited consolidated financial statements as of the fiscal years ended September 30, 2024 and 2023, and for each year in the three fiscal year periods ended September 30, 2024 contained in our Annual Reports on Form 10-K, and our 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, June 30, 2024, 2023, and 2022, and September 30, 2024, 2023, and 2022 contained in our Quarterly Reports on Form 10-Q (collectively, but excluding the interim period ended December 31, 2024, the “Affected Periods”) should no longer be relied upon and should be restated because of errors identified in such financial statements, as described below.\"}],\"params\":{\"labels\":[\"company\",\"filing form\",\"government agency\",\"date\",\"accounting firm\",\"reporting period\"]}}"
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.
Output

Pathward Financial, Inc.company (the "Company") is filing this Amendment No. 1 on Form 10-K/Afiling form (this “Form 10-K/A”) to amend and restate its audited financial statements and related footnote information as of September 30, 2024date and September 30, 2023date, and for the years ended September 30, 2024, 2023 and 2022, previously included in its Annual Report on Form 10-K filed with the Securities and Exchange Commissiongovernment agency (the “SECgovernment agency”) on November 26, 2024date (the “Original Report”). Additionally, it includes the restated unaudited interim condensed consolidated financial statements for the Affected Periodsreporting period (as defined below). This Form 10-K/A also amends certain other Items in the Original Report, as listed in “Items Amended in this Form 10-K/A” below. As described in the Company’s Current Report on Form 8-Kfiling form filed with the SEC on July 2, 2025date, on June 26, 2025date, the Audit Committee of our Board of Directors, after discussion with management and our independent registered public accounting firm, Crowe LLPaccounting firm, concluded that our audited consolidated financial statements as of the fiscal years ended September 30, 2024 and 2023, and for each year in the three fiscal year periods ended September 30, 2024 contained in our Annual Reports on Form 10-K, and our unaudited consolidated financial statements as of and for the interim periods ended December 31, 2024date, 2023, 2022, and 2021, March 31, 2024, 2023, and 2022, June 30, 2024, 2023, and 2022, and September 30, 2024, 2023, and 2022 contained in our Quarterly Reports on Form 10-Qfiling form (collectively, but excluding the interim period ended December 31, 2024, the “Affected Periods”) should no longer be relied upon and should be restated because of errors identified in such financial statements, as described below.

Pathward Financial, Inc.companyForm 10-K/Afiling formForm 10-K/Afiling formSeptember 30, 2024dateSeptember 30, 2023dateSeptember 30, 2024dateForm 10-Kfiling formSecurities and Exchange Commissiongovernment agencySECgovernment agencyNovember 26, 2024dateAffected Periodsreporting periodForm 10-K/Afiling formForm 10-K/Afiling formForm 8-Kfiling formSECgovernment agencyJuly 2, 2025dateJune 26, 2025dateCrowe LLPaccounting firmSeptember 30, 2024dateSeptember 30, 2024dateForm 10-Kfiling formForm 10-Qfiling formDecember 31, 2024dateAffected Periodsreporting period
24 matches across 6 types
  • Pulls typed entities straight from raw text

Entity quality and latency

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

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Deploy SIE to our AWS account with the superlinked/sie/aws Terraform module. Docs: superlinked.com/docs/deploymentDeploy SIE to our GCP project with the superlinked/sie/google Terraform module. Docs: superlinked.com/docs/deploymentDeploy SIE to our Azure AKS cluster via helm install. Requirements: superlinked.com/docs/deployment
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pip install "sie-server[local]" && sie-server servepip install "sie-server[local]" && sie-server serve --device cuda
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