Update README.md

README.md

@@ -12,68 +12,89 @@ tags:
 - loss:MultipleNegativesRankingLoss
 base_model: nomic-ai/nomic-embed-text-v1.5
 widget:
-- source_sentence: Where in the Annual Report can one find a description of certain
-    legal matters and their impact on the company?
+- source_sentence: >-
+    Where in the Annual Report can one find a description of certain legal
+    matters and their impact on the company?
   sentences:
-  - Apollo coordinates the delivery of new features, security updates, and platform
-    configurations, ensuring the continuous operation of systems in any environment.
-    It was introduced commercially in 2021.
-  - In the Annual Report on Form 10-K, 'Item 1A. Risk Factors' provides a further
-    description of certain legal matters and their impact on the company.
+  - >-
+    Apollo coordinates the delivery of new features, security updates, and
+    platform configurations, ensuring the continuous operation of systems in any
+    environment. It was introduced commercially in 2021.
+  - >-
+    In the Annual Report on Form 10-K, 'Item 1A. Risk Factors' provides a
+    further description of certain legal matters and their impact on the
+    company.
   - During fiscal 2022, we opened four new stores in Mexico.
 - source_sentence: How does the company assess uncertain tax positions?
   sentences:
-  - We recognize tax benefits from uncertain tax positions only if we believe that
-    it is more likely than not that the tax position will be sustained on examination
-    by the taxing authorities based on the technical merits of the position.
-  - CMS uses a risk-adjustment model which adjusts premiums paid to Medicare Advantage,
-    or MA, plans according to health status of covered members. The risk-adjustment
-    model, which CMS implemented pursuant to the Balanced Budget Act of 1997 (BBA)
-    and the Benefits Improvement and Protection Act of 2000 (BIPA), generally pays
-    more where a plan's membership has higher expected costs. Under this model, rates
-    paid to MA plans are based on actuarially determined bids, which include a process
-    whereby our prospective payments are based on our estimated cost of providing
-    standard Medicare-covered benefits to an enrollee with a 'national average risk
-    profile.' That baseline payment amount is adjusted to account for certain demographic
+  - >-
+    We recognize tax benefits from uncertain tax positions only if we believe
+    that it is more likely than not that the tax position will be sustained on
+    examination by the taxing authorities based on the technical merits of the
+    position.
+  - >-
+    CMS uses a risk-adjustment model which adjusts premiums paid to Medicare
+    Advantage, or MA, plans according to health status of covered members. The
+    risk-adjustment model, which CMS implemented pursuant to the Balanced Budget
+    Act of 1997 (BBA) and the Benefits Improvement and Protection Act of 2000
+    (BIPA), generally pays more where a plan's membership has higher expected
+    costs. Under this model, rates paid to MA plans are based on actuarially
+    determined bids, which include a process whereby our prospective payments
+    are based on our estimated cost of providing standard Medicare-covered
+    benefits to an enrollee with a 'national average risk profile.' That
+    baseline payment amount is adjusted to account for certain demographic
     characteristics and health status of our enrolled members.
-  - Walmart Inc. reported total revenues of $611,289 million for the fiscal year ended
-    January 31, 2023.
-- source_sentence: When does the 364-day facility entered into in August 2023 expire,
-    and what is its total amount?
+  - >-
+    Walmart Inc. reported total revenues of $611,289 million for the fiscal year
+    ended January 31, 2023.
+- source_sentence: >-
+    When does the 364-day facility entered into in August 2023 expire, and what
+    is its total amount?
   sentences:
   - In 2023, the total revenue generated by Emgality amounted to 678.3.
-  - In August 2023, we entered into a new 364-day facility. The 364-day facility of
-    $3.15 billion expires in August 2024.
-  - Diluted EPS increased $0.09, or 2%, to $5.90 as the decrease in net earnings was
-    more than fully offset by a reduction in shares outstanding.
-- source_sentence: What does the company believe adds significant value to its business
+  - >-
+    In August 2023, we entered into a new 364-day facility. The 364-day facility
+    of $3.15 billion expires in August 2024.
+  - >-
+    Diluted EPS increased $0.09, or 2%, to $5.90 as the decrease in net earnings
+    was more than fully offset by a reduction in shares outstanding.
+- source_sentence: >-
+    What does the company believe adds significant value to its business
     regarding intellectual property?
   sentences:
-  - We believe that, to varying degrees, our trademarks, trade names, copyrights,
-    proprietary processes, trade secrets, trade dress, domain names and similar intellectual
-    property add significant value to our business
-  - Railroad operating revenues declined 6.9% in 2023 compared to 2022, reflecting
-    an overall volume decrease of 5.7% and a decrease in average revenue per car/unit
-    of 0.6%, primarily attributable to lower fuel surcharge revenue, partially offset
-    by favorable price and mix.
-  - Cash provided by operating activities increased from $26.413 billion in 2022 to
-    $28.501 billion in 2023, an increase of approximately $2.088 billion.
-- source_sentence: How are government incentives treated in accounting according to
-    the given information?
+  - >-
+    We believe that, to varying degrees, our trademarks, trade names,
+    copyrights, proprietary processes, trade secrets, trade dress, domain names
+    and similar intellectual property add significant value to our business
+  - >-
+    Railroad operating revenues declined 6.9% in 2023 compared to 2022,
+    reflecting an overall volume decrease of 5.7% and a decrease in average
+    revenue per car/unit of 0.6%, primarily attributable to lower fuel surcharge
+    revenue, partially offset by favorable price and mix.
+  - >-
+    Cash provided by operating activities increased from $26.413 billion in 2022
+    to $28.501 billion in 2023, an increase of approximately $2.088 billion.
+- source_sentence: >-
+    How are government incentives treated in accounting according to the given
+    information?
   sentences:
-  - The components of 'Other income (expense), net' for the year ended December 30,
-    2023, were $197 million; for December 31, 2022, they were $8 million; and for
-    December 25, 2021, they were $55 million.
-  - We are entitled to certain advanced manufacturing production credits under the
-    IRA, and government incentives are not accounted for or classified as an income
-    tax credit. We account for government incentives as a reduction of expense, a
-    reduction of the cost of the capital investment or other income based on the substance
-    of the incentive received. Benefits are generally recorded when there is reasonable
-    assurance of receipt or, as it relates with advanced manufacturing production
-    credits, upon the generation of the credit.
-  - Basic net income per share is computed by dividing net income attributable to
-    common stock by the weighted-average number of shares of common stock outstanding
-    during the period.
+  - >-
+    The components of 'Other income (expense), net' for the year ended December
+    30, 2023, were $197 million; for December 31, 2022, they were $8 million;
+    and for December 25, 2021, they were $55 million.
+  - >-
+    We are entitled to certain advanced manufacturing production credits under
+    the IRA, and government incentives are not accounted for or classified as an
+    income tax credit. We account for government incentives as a reduction of
+    expense, a reduction of the cost of the capital investment or other income
+    based on the substance of the incentive received. Benefits are generally
+    recorded when there is reasonable assurance of receipt or, as it relates
+    with advanced manufacturing production credits, upon the generation of the
+    credit.
+  - >-
+    Basic net income per share is computed by dividing net income attributable
+    to common stock by the weighted-average number of shares of common stock
+    outstanding during the period.
 pipeline_tag: sentence-similarity
 library_name: sentence-transformers
 metrics:
@@ -355,6 +376,8 @@ model-index:
     - type: cosine_map@100
       value: 0.7729055647510643
       name: Cosine Map@100
+datasets:
+- philschmid/finanical-rag-embedding-dataset
 ---
 
 # Nomic Embed Financial Matryoshka