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Extract exact entity spans at scale

Superlinked gives your agent one API to find entities by the labels you define, with exact offsets and confidence scores.

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NTSB East Palestine illustrated digest page showing the Salem hot-bearing detector reading NTSB · SPC-24-06 · p.4
103°F above ambient 67:86

Change the labels, keep the 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 …

Pathward Financial, Inc. company 0.888 0:24
Form 10-K/A filing form 0.926 75:86
Form 10-K/A filing form 0.864 94:105
September 30, 2024 date 0.891 201:219
September 30, 2023 date 0.783 224:242
+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.

L1851 medical code 0.799 31:36
Knee orthosis medical equipment 0.681 38:51
7 months ago duration 0.692 394:406
6 months duration 0.841 468:476
MAC organization 0.725 589:592
No span returned for

missing documentation · payment action

CMS Lower Limb Orthoses compliance example

Rail detector alerts

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. A surveillance camera picture from Salem showed fire near the …

8:13 p.m. time 0.937 3:12
Salem location 0.820 21:26
L1 bearing bearing 0.965 52:62
103°F above ambient temperature 0.869 67:86
noncritical alert alert type 0.544 130:147
+8 more spans returned
No span returned for

recipient

NTSB East Palestine illustrated digest, SPC-24-06

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

Extract exact entity spans with one API

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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Self-host with K8s

Easy & scalable deployment in your own cloud.

  • Terraform to your cloud in minutes
  • Apache-2.0, same engine as Cloud
  • Scales to zero, no bill between jobs
  • Per-tenant pools, no noisy neighbors
Agent prompt
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
Deploy guide

Run locally

Run the same models on your own machine.

  • Runs on NVIDIA GPU or Apple Silicon
  • One command, no Docker or cluster
  • All 100+ Cloud models, fully offline
  • Same SDK and IDs, no code changes
pip install "sie-server[local]" && sie-server servepip install "sie-server[local]" && sie-server serve --device cuda
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