metadata
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- generated_from_trainer
- dataset_size:128997
- loss:MultipleNegativesRankingLoss
base_model: suhwan3/mpnet_step1
widget:
- source_sentence: >-
The Global X S&P 500 Risk Managed Income ETF seeks to track the Cboe S&P
500 Risk Managed Income Index by investing at least 80% of its assets in
index securities. The index's strategy involves holding the underlying
stocks of the S&P 500 Index while applying an options collar, specifically
selling at-the-money covered call options and buying monthly 5%
out-of-the-money put options corresponding to the portfolio's value. This
approach aims to generate income, ideally resulting in a net credit from
the options premiums, and provide risk management, though selling
at-the-money calls inherently caps the fund's potential for upside
participation.
sentences:
- >-
Nasdaq, Inc. operates as a technology company that serves capital
markets and other industries worldwide. The Market Technology segment
includes anti financial crime technology business, which offers Nasdaq
Trade Surveillance, a SaaS solution for brokers and other market
participants to assist them in complying with market rules, regulations,
and internal market surveillance policies; Nasdaq Automated
Investigator, a cloud-deployed anti-money laundering tool; and Verafin,
a SaaS technology provider of anti-financial crime management solutions.
This segment also handles assets, such as cash equities, equity
derivatives, currencies, interest-bearing securities, commodities,
energy products, and digital currencies. The Investment Intelligence
segment sells and distributes historical and real-time market data;
develops and licenses Nasdaq-branded indexes and financial products; and
provides investment insights and workflow solutions. The Corporate
Platforms segment operates listing platforms; and offers investor
relations intelligence and governance solutions. As of December 31,
2021, it had 4,178 companies listed securities on The Nasdaq Stock
Market, including 1,632 listings on The Nasdaq Global Select Market;
1,169 on The Nasdaq Global Market; and 1,377 on The Nasdaq Capital
Market. The Market Services segment includes equity derivative trading
and clearing, cash equity trading, fixed income and commodities trading
and clearing, and trade management service businesses. This segment
operates various exchanges and other marketplace facilities across
various asset classes, which include derivatives, commodities, cash
equity, debt, structured products, and exchange traded products; and
provides broker, clearing, settlement, and central depository services.
The company was formerly known as The NASDAQ OMX Group, Inc. and changed
its name to Nasdaq, Inc. in September 2015. Nasdaq, Inc. was founded in
1971 and is headquartered in New York, New York.
- >-
Jabil Inc. provides manufacturing services and solutions worldwide. The
company operates in two segments, Electronics Manufacturing Services and
Diversified Manufacturing Services. It offers electronics design,
production, and product management services. The company provides
electronic design services, such as application-specific integrated
circuit design, firmware development, and rapid prototyping services;
and designs plastic and metal enclosures that include the
electro-mechanics, such as the printed circuit board assemblies (PCBA).
It also specializes in the three-dimensional mechanical design
comprising the analysis of electronic, electro-mechanical, and optical
assemblies, as well as offers various industrial design, mechanism
development, and tooling management services. In addition, the company
provides computer-assisted design services consisting of PCBA design, as
well as PCBA design validation and verification services; and other
consulting services, such as the generation of a bill of materials,
approved vendor list, and assembly equipment configuration for various
PCBA designs. Further, it offers product and process validation
services, such as product system, product safety, regulatory compliance,
and reliability tests, as well as manufacturing test solution
development services. Additionally, the company provides systems
assembly, test, direct-order fulfillment, and configure-to-order
services. It serves 5G, wireless and cloud, digital print and retail,
industrial and semi-cap, networking and storage, automotive and
transportation, connected devices, healthcare and packaging, and
mobility industries. The company was formerly known as Jabil Circuit,
Inc. and changed its name to Jabil Inc. in June 2017. Jabil Inc. was
founded in 1966 and is headquartered in Saint Petersburg, Florida.
- >-
Realty Income, The Monthly Dividend Company, is an S&P 500 company
dedicated to providing stockholders with dependable monthly income. The
company is structured as a REIT, and its monthly dividends are supported
by the cash flow from over 6,500 real estate properties owned under
long-term lease agreements with our commercial clients. To date, the
company has declared 608 consecutive common stock monthly dividends
throughout its 52-year operating history and increased the dividend 109
times since Realty Income's public listing in 1994 (NYSE: O). The
company is a member of the S&P 500 Dividend Aristocrats index.
Additional information about the company can be obtained from the
corporate website at www.realtyincome.com.
- source_sentence: >-
The iShares U.S. Telecommunications ETF (IYZ) seeks to track the
investment results of the Russell 1000 Telecommunications RIC 22.5/45
Capped Index, which measures the performance of the U.S.
telecommunications sector of the U.S. equity market as defined by FTSE
Russell. This market-cap-weighted index includes large-cap companies
involved in telecom equipment and service provision and is subject to
regulatory capping that limits single holdings to 22.5% and aggregate
large holdings to 45%. The fund generally invests at least 80% of its
assets in the component securities of its underlying index and is
non-diversified; the underlying index is rebalanced quarterly.
sentences:
- >-
Kanzhun Limited operates an online recruitment platform, BOSS Zhipin in
the People's Republic of China. Its recruitment platform assists the
recruitment process between job seekers and employers for enterprises,
and corporations. The company was founded in 2013 and is headquartered
in Beijing, the People's Republic of China.
- >-
Frontier Communications Parent, Inc., together with its subsidiaries,
provides communications services for consumer and business customers in
25 states in the United States. It offers data and Internet, voice,
video, and other services. The company was formerly known as Frontier
Communications Corporation and changed its name to Frontier
Communications Parent, Inc. in April 2021. Frontier Communications
Parent, Inc. was incorporated in 1935 and is based in Norwalk,
Connecticut.
- >-
Broadcom Inc. designs, develops, and supplies various semiconductor
devices with a focus on complex digital and mixed signal complementary
metal oxide semiconductor based devices and analog III-V based products
worldwide. The company operates in two segments, Semiconductor Solutions
and Infrastructure Software. It provides set-top box system-on-chips
(SoCs); cable, digital subscriber line, and passive optical networking
central office/consumer premise equipment SoCs; wireless local area
network access point SoCs; Ethernet switching and routing merchant
silicon products; embedded processors and controllers;
serializer/deserializer application specific integrated circuits;
optical and copper, and physical layers; and fiber optic transmitter and
receiver components. The company also offers RF front end modules,
filters, and power amplifiers; Wi-Fi, Bluetooth, and global positioning
system/global navigation satellite system SoCs; custom touch
controllers; serial attached small computer system interface, and
redundant array of independent disks controllers and adapters;
peripheral component interconnect express switches; fiber channel host
bus adapters; read channel based SoCs; custom flash controllers;
preamplifiers; and optocouplers, industrial fiber optics, and motion
control encoders and subsystems. Its products are used in various
applications, including enterprise and data center networking, home
connectivity, set-top boxes, broadband access, telecommunication
equipment, smartphones and base stations, data center servers and
storage systems, factory automation, power generation and alternative
energy systems, and electronic displays. Broadcom Inc. was incorporated
in 2018 and is headquartered in San Jose, California.
- source_sentence: >-
The Xtrackers MSCI Emerging Markets ESG Leaders Equity ETF tracks an index
of large- and mid-cap emerging market stocks that emphasize strong
environmental, social, and governance (ESG) characteristics. The index
first excludes companies involved in specific controversial industries.
From the remaining universe, it ranks stocks based on MSCI ESG scores,
including a controversy component, to identify and select the
highest-ranking ESG leaders, effectively screening out ESG laggards. To
maintain market-like country and sector weights, the index selects the top
ESG-scoring stocks within each sector until a specified market
capitalization threshold is reached. Selected stocks are then weighted by
market capitalization within their respective sectors. The fund typically
invests over 80% of its assets in the securities of this underlying index.
sentences:
- >-
Info Edge (India) Limited operates as an online classifieds company in
the areas of recruitment, matrimony, real estate, and education and
related services in India and internationally. It operates through
Recruitment Solutions, 99acres, and Other segments. The company offers
recruitment services through naukri.com, an online job website for job
seekers and corporate customers, including hiring consultants;
firstnaukri.com, a job search network for college students and recent
graduates; naukrigulf.com, a website catering to Gulf markets; and
quadranglesearch.com, a site that provides off-line placement services
to middle and senior management, as well as Highorbit/iimjobs.com,
zwayam.com, hirist.com, doselect.com, ambitionbox.com, bigshyft.com, and
jobhai.com. It also provides 99acres.com, which offers listing of
properties for sale, purchase, and rent; Jeevansathi.com, an online
matrimonial classifieds services; and shiksha.com, an education
classified website that helps students to decide their undergraduate and
postgraduate options by providing useful information on careers, exams,
colleges, and courses, as well as operates multiple dating platforms on
the web through its mobile apps Aisle, Anbe, Arike and HeyDil. In
addition, the company provides internet, computer, and electronic and
related services; and software development, consultancy, technical
support for consumer companies, SAAS providers, and other services in
the field of information technology and product development, as well as
brokerage services in the real estate sector. Further, it acts as an
investment adviser and manager, financial and management consultant, and
sponsor of alternative investment funds, as well as provides advertising
space for colleges and universities on www.shiksha.com. Info Edge
(India) Limited was incorporated in 1995 and is based in Noida, India.
- >-
China Overseas Land & Investment Limited, an investment holding company,
engages in the property development and investment, and other operations
in the People's Republic of China and the United Kingdom. The company
operates through Property Development, Property Investment, and Other
Operations segments. It is involved in the investment, development, and
rental of residential and commercial properties; issuance of guaranteed
notes and corporate bonds; and hotel operation activities. The company
also provides construction and building design consultancy services. In
addition, it engages in the investment and financing, land
consolidation, regional planning, engineering construction, industrial
import, commercial operation, and property management. Further, the
company offers urban services, including office buildings, flexible
working space, shopping malls, star-rated hotels, long-term rental
apartments, logistics parks, and architectural design and construction.
The company was founded in 1979 and is based in Central, Hong Kong.
China Overseas Land & Investment Limited is a subsidiary of China
Overseas Holdings Limited.
- >-
Mastercard Incorporated, a technology company, provides transaction
processing and other payment-related products and services in the United
States and internationally. It facilitates the processing of payment
transactions, including authorization, clearing, and settlement, as well
as delivers other payment-related products and services. The company
offers integrated products and value-added services for account holders,
merchants, financial institutions, businesses, governments, and other
organizations, such as programs that enable issuers to provide consumers
with credits to defer payments; prepaid programs and management
services; commercial credit and debit payment products and solutions;
and payment products and solutions that allow its customers to access
funds in deposit and other accounts. It also provides value-added
products and services comprising cyber and intelligence solutions for
parties to transact, as well as proprietary insights, drawing on
principled use of consumer, and merchant data services. In addition, the
company offers analytics, test and learn, consulting, managed services,
loyalty, processing, and payment gateway solutions for e-commerce
merchants. Further, it provides open banking and digital identity
platforms services. The company offers payment solutions and services
under the MasterCard, Maestro, and Cirrus. Mastercard Incorporated was
founded in 1966 and is headquartered in Purchase, New York.
- source_sentence: >-
The Global X S&P 500 Risk Managed Income ETF seeks to track the Cboe S&P
500 Risk Managed Income Index by investing at least 80% of its assets in
index securities. The index's strategy involves holding the underlying
stocks of the S&P 500 Index while applying an options collar, specifically
selling at-the-money covered call options and buying monthly 5%
out-of-the-money put options corresponding to the portfolio's value. This
approach aims to generate income, ideally resulting in a net credit from
the options premiums, and provide risk management, though selling
at-the-money calls inherently caps the fund's potential for upside
participation.
sentences:
- >-
Incyte Corporation, a biopharmaceutical company, focuses on the
discovery, development, and commercialization of proprietary
therapeutics in the United States and internationally. The company
offers JAKAFI, a drug for the treatment of myelofibrosis and
polycythemia vera; PEMAZYRE, a fibroblast growth factor receptor kinase
inhibitor that act as oncogenic drivers in various liquid and solid
tumor types; and ICLUSIG, a kinase inhibitor to treat chronic myeloid
leukemia and philadelphia-chromosome positive acute lymphoblastic
leukemia. Its clinical stage products include ruxolitinib, a
steroid-refractory chronic graft-versus-host-diseases (GVHD);
itacitinib, which is in Phase II/III clinical trial to treat naive
chronic GVHD; and pemigatinib for treating bladder cancer,
cholangiocarcinoma, myeloproliferative syndrome, and tumor agnostic. In
addition, the company engages in developing Parsaclisib, which is in
Phase II clinical trial for follicular lymphoma, marginal zone lymphoma,
and mantel cell lymphoma. Additionally, it develops Retifanlimab that is
in Phase II clinical trials for MSI-high endometrial cancer, merkel cell
carcinoma, and anal cancer, as well as in Phase II clinical trials for
patients with non-small cell lung cancer. It has collaboration
agreements with Novartis International Pharmaceutical Ltd.; Eli Lilly
and Company; Agenus Inc.; Calithera Biosciences, Inc; MacroGenics, Inc.;
Merus N.V.; Syros Pharmaceuticals, Inc.; Innovent Biologics, Inc.; Zai
Lab Limited; Cellenkos, Inc.; and Nimble Therapeutics, as well as
clinical collaborations with MorphoSys AG and Xencor, Inc. to
investigate the combination of tafasitamab, plamotamab, and lenalidomide
in patients with relapsed or refractory diffuse large B-cell lymphoma,
and relapsed or refractory follicular lymphoma. The company was
incorporated in 1991 and is headquartered in Wilmington, Delaware.
- >-
Omnicom Group Inc., together with its subsidiaries, provides
advertising, marketing, and corporate communications services. It
provides a range of services in the areas of advertising, customer
relationship management, public relations, and healthcare. The company's
services include advertising, branding, content marketing, corporate
social responsibility consulting, crisis communications, custom
publishing, data analytics, database management, digital/direct
marketing, digital transformation, entertainment marketing, experiential
marketing, field marketing, financial/corporate business-to-business
advertising, graphic arts/digital imaging, healthcare marketing and
communications, and in-store design services. Its services also comprise
interactive marketing, investor relations, marketing research, media
planning and buying, merchandising and point of sale, mobile marketing,
multi-cultural marketing, non-profit marketing, organizational
communications, package design, product placement, promotional
marketing, public affairs, retail marketing, sales support, search
engine marketing, shopper marketing, social media marketing, and sports
and event marketing services. It operates in the United States, Canada,
Puerto Rico, South America, Mexico, Europe, the Middle East, Africa,
Australia, Greater China, India, Japan, Korea, New Zealand, Singapore,
and other Asian countries. The company was incorporated in 1944 and is
based in New York, New York.
- >-
NetApp, Inc. provides cloud-led and data-centric services to manage and
share data on-premises, and private and public clouds worldwide. It
operates in two segments, Hybrid Cloud and Public Could. The company
offers intelligent data management software, such as NetApp ONTAP,
NetApp Snapshot, NetApp SnapCenter Backup Management, NetApp SnapMirror
Data Replication, NetApp SnapLock Data Compliance, NetApp ElementOS
software, and NetApp SANtricity software; and storage infrastructure
solutions, including NetApp All-Flash FAS series, NetApp Fabric Attached
Storage, NetApp FlexPod, NetApp E/EF series, NetApp StorageGRID, and
NetApp SolidFire. It also provides cloud storage and data services
comprising NetApp Cloud Volumes ONTAP, Azure NetApp Files, Amazon FSx
for NetApp ONTAP, NetApp Cloud Volumes Service for Google Cloud, NetApp
Cloud Sync, NetApp Cloud Tiering, NetApp Cloud Backup, NetApp Cloud Data
Sense, and NetApp Cloud Volumes Edge Cache; and cloud operations
services, such as NetApp Cloud Insights, Spot Ocean Kubernetes Suite,
Spot Security, Spot Eco, and Spot CloudCheckr. In addition, the company
offers application-aware data management service under the NetApp Astra
name; and professional and support services, such as strategic
consulting, professional, managed, and support services. Further, it
provides assessment, design, implementation, and migration services. The
company serves the energy, financial service, government, technology,
internet, life science, healthcare service, manufacturing, media,
entertainment, animation, video postproduction, and telecommunication
markets through a direct sales force and an ecosystem of partners.
NetApp, Inc. was incorporated in 1992 and is headquartered in San Jose,
California.
- source_sentence: >-
The Global X S&P 500 Risk Managed Income ETF seeks to track the Cboe S&P
500 Risk Managed Income Index by investing at least 80% of its assets in
index securities. The index's strategy involves holding the underlying
stocks of the S&P 500 Index while applying an options collar, specifically
selling at-the-money covered call options and buying monthly 5%
out-of-the-money put options corresponding to the portfolio's value. This
approach aims to generate income, ideally resulting in a net credit from
the options premiums, and provide risk management, though selling
at-the-money calls inherently caps the fund's potential for upside
participation.
sentences:
- >-
Walgreens Boots Alliance, Inc. operates as a pharmacy-led health and
beauty retail company. It operates through two segments, the United
States and International. The United States segment sells prescription
drugs and an assortment of retail products, including health, wellness,
beauty, personal care, consumable, and general merchandise products
through its retail drugstores. It also provides central specialty
pharmacy services and mail services. As of August 31, 2021, this segment
operated 8,965 retail stores under the Walgreens and Duane Reade brands
in the United States; and five specialty pharmacies. The International
segment sells prescription drugs; and health and wellness, beauty,
personal care, and other consumer products through its pharmacy-led
health and beauty retail stores and optical practices, as well as
through boots.com and an integrated mobile application. It also engages
in pharmaceutical wholesaling and distribution business in Germany. As
of August 31, 2021, this segment operated 4,031 retail stores under the
Boots, Benavides, and Ahumada in the United Kingdom, Thailand, Norway,
the Republic of Ireland, the Netherlands, Mexico, and Chile; and 548
optical practices, including 160 on a franchise basis. Walgreens Boots
Alliance, Inc. was founded in 1901 and is based in Deerfield, Illinois.
- >-
Middlesex Water Company owns and operates regulated water utility and
wastewater systems. It operates in two segments, Regulated and
Non-Regulated. The Regulated segment collects, treats, and distributes
water on a retail and wholesale basis to residential, commercial,
industrial, and fire protection customers, as well as provides regulated
wastewater systems in New Jersey and Delaware. The Non-Regulated segment
provides non-regulated contract services for the operation and
maintenance of municipal and private water and wastewater systems in New
Jersey and Delaware. The company was incorporated in 1896 and is
headquartered in Iselin, New Jersey.
- >-
Liberty Broadband Corporation engages in the communications businesses.
It operates through GCI Holdings and Charter segments. The GCI Holdings
segment provides a range of wireless, data, video, voice, and managed
services to residential customers, businesses, governmental entities,
and educational and medical institutions primarily in Alaska under the
GCI brand. The Charter segment offers subscription-based video services
comprising video on demand, high-definition television, and digital
video recorder service; local and long-distance calling, voicemail, call
waiting, caller ID, call forwarding, and other voice services, as well
as international calling services; and Spectrum TV. It also provides
internet services, including an in-home Wi-Fi product that provides
customers with high-performance wireless routers and managed Wi-Fi
services; advanced community Wi-Fi; mobile internet; and a security
suite that offers protection against computer viruses and spyware. In
addition, this segment offers internet access, data networking, fiber
connectivity to cellular towers and office buildings, video
entertainment, and business telephone services; advertising services on
cable television networks and digital outlets; and operates regional
sports and news networks. Liberty Broadband Corporation was incorporated
in 2014 and is based in Englewood, Colorado.
datasets:
- hobbang/stage2-dataset
pipeline_tag: sentence-similarity
library_name: sentence-transformers
SentenceTransformer based on suhwan3/mpnet_step1
This is a sentence-transformers model finetuned from suhwan3/mpnet_step1 on the stage2-dataset dataset. It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.
Model Details
Model Description
- Model Type: Sentence Transformer
- Base model: suhwan3/mpnet_step1
- Maximum Sequence Length: 384 tokens
- Output Dimensionality: 768 dimensions
- Similarity Function: Cosine Similarity
- Training Dataset:
Model Sources
- Documentation: Sentence Transformers Documentation
- Repository: Sentence Transformers on GitHub
- Hugging Face: Sentence Transformers on Hugging Face
Full Model Architecture
SentenceTransformer(
(0): Transformer({'max_seq_length': 384, 'do_lower_case': False}) with Transformer model: MPNetModel
(1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
(2): Normalize()
)
Usage
Direct Usage (Sentence Transformers)
First install the Sentence Transformers library:
pip install -U sentence-transformers
Then you can load this model and run inference.
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("sentence_transformers_model_id")
# Run inference
sentences = [
"The Global X S&P 500 Risk Managed Income ETF seeks to track the Cboe S&P 500 Risk Managed Income Index by investing at least 80% of its assets in index securities. The index's strategy involves holding the underlying stocks of the S&P 500 Index while applying an options collar, specifically selling at-the-money covered call options and buying monthly 5% out-of-the-money put options corresponding to the portfolio's value. This approach aims to generate income, ideally resulting in a net credit from the options premiums, and provide risk management, though selling at-the-money calls inherently caps the fund's potential for upside participation.",
'Walgreens Boots Alliance, Inc. operates as a pharmacy-led health and beauty retail company. It operates through two segments, the United States and International. The United States segment sells prescription drugs and an assortment of retail products, including health, wellness, beauty, personal care, consumable, and general merchandise products through its retail drugstores. It also provides central specialty pharmacy services and mail services. As of August 31, 2021, this segment operated 8,965 retail stores under the Walgreens and Duane Reade brands in the United States; and five specialty pharmacies. The International segment sells prescription drugs; and health and wellness, beauty, personal care, and other consumer products through its pharmacy-led health and beauty retail stores and optical practices, as well as through boots.com and an integrated mobile application. It also engages in pharmaceutical wholesaling and distribution business in Germany. As of August 31, 2021, this segment operated 4,031 retail stores under the Boots, Benavides, and Ahumada in the United Kingdom, Thailand, Norway, the Republic of Ireland, the Netherlands, Mexico, and Chile; and 548 optical practices, including 160 on a franchise basis. Walgreens Boots Alliance, Inc. was founded in 1901 and is based in Deerfield, Illinois.',
'Liberty Broadband Corporation engages in the communications businesses. It operates through GCI Holdings and Charter segments. The GCI Holdings segment provides a range of wireless, data, video, voice, and managed services to residential customers, businesses, governmental entities, and educational and medical institutions primarily in Alaska under the GCI brand. The Charter segment offers subscription-based video services comprising video on demand, high-definition television, and digital video recorder service; local and long-distance calling, voicemail, call waiting, caller ID, call forwarding, and other voice services, as well as international calling services; and Spectrum TV. It also provides internet services, including an in-home Wi-Fi product that provides customers with high-performance wireless routers and managed Wi-Fi services; advanced community Wi-Fi; mobile internet; and a security suite that offers protection against computer viruses and spyware. In addition, this segment offers internet access, data networking, fiber connectivity to cellular towers and office buildings, video entertainment, and business telephone services; advertising services on cable television networks and digital outlets; and operates regional sports and news networks. Liberty Broadband Corporation was incorporated in 2014 and is based in Englewood, Colorado.',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]
# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]
Training Details
Training Dataset
stage2-dataset
- Dataset: stage2-dataset at cd393c2
- Size: 128,997 training samples
- Columns:
anchorandpositive - Approximate statistics based on the first 1000 samples:
anchor positive type string string details - min: 101 tokens
- mean: 143.15 tokens
- max: 186 tokens
- min: 35 tokens
- mean: 238.69 tokens
- max: 384 tokens
- Samples:
anchor positive The Invesco Financial Preferred ETF (PGF) seeks to track the ICE Exchange-Listed Fixed Rate Financial Preferred Securities Index, primarily by investing at least 90% of its total assets in the securities comprising the index. The underlying index is market capitalization weighted and designed to track the performance of exchange-listed, fixed rate, U.S. dollar denominated preferred securities, including functionally equivalent instruments, issued by U.S. financial companies. PGF provides a concentrated portfolio exclusively focused on financial-sector preferred securities and is considered non-diversified, holding both investment- and non-investment-grade securities within this focus.JPMorgan Chase & Co. operates as a financial services company worldwide. It operates through four segments: Consumer & Community Banking (CCB), Corporate & Investment Bank (CIB), Commercial Banking (CB), and Asset & Wealth Management (AWM). The CCB segment offers s deposit, investment and lending products, payments, and services to consumers; lending, deposit, and cash management and payment solutions to small businesses; mortgage origination and servicing activities; residential mortgages and home equity loans; and credit card, auto loan, and leasing services. The CIB segment provides investment banking products and services, including corporate strategy and structure advisory, and equity and debt markets capital-raising services, as well as loan origination and syndication; payments and cross-border financing; and cash and derivative instruments, risk management solutions, prime brokerage, and research. This segment also offers securities services, including custody, fund accounting ...The Invesco Financial Preferred ETF (PGF) seeks to track the ICE Exchange-Listed Fixed Rate Financial Preferred Securities Index, primarily by investing at least 90% of its total assets in the securities comprising the index. The underlying index is market capitalization weighted and designed to track the performance of exchange-listed, fixed rate, U.S. dollar denominated preferred securities, including functionally equivalent instruments, issued by U.S. financial companies. PGF provides a concentrated portfolio exclusively focused on financial-sector preferred securities and is considered non-diversified, holding both investment- and non-investment-grade securities within this focus.JPMorgan Chase & Co. operates as a financial services company worldwide. It operates through four segments: Consumer & Community Banking (CCB), Corporate & Investment Bank (CIB), Commercial Banking (CB), and Asset & Wealth Management (AWM). The CCB segment offers s deposit, investment and lending products, payments, and services to consumers; lending, deposit, and cash management and payment solutions to small businesses; mortgage origination and servicing activities; residential mortgages and home equity loans; and credit card, auto loan, and leasing services. The CIB segment provides investment banking products and services, including corporate strategy and structure advisory, and equity and debt markets capital-raising services, as well as loan origination and syndication; payments and cross-border financing; and cash and derivative instruments, risk management solutions, prime brokerage, and research. This segment also offers securities services, including custody, fund accounting ...The Invesco Financial Preferred ETF (PGF) seeks to track the ICE Exchange-Listed Fixed Rate Financial Preferred Securities Index, primarily by investing at least 90% of its total assets in the securities comprising the index. The underlying index is market capitalization weighted and designed to track the performance of exchange-listed, fixed rate, U.S. dollar denominated preferred securities, including functionally equivalent instruments, issued by U.S. financial companies. PGF provides a concentrated portfolio exclusively focused on financial-sector preferred securities and is considered non-diversified, holding both investment- and non-investment-grade securities within this focus.The Allstate Corporation, together with its subsidiaries, provides property and casualty, and other insurance products in the United States and Canada. The company operates through Allstate Protection; Protection Services; Allstate Health and Benefits; and Run-off Property-Liability segments. The Allstate Protection segment offers private passenger auto and homeowners insurance; other personal lines products; and commercial lines products under the Allstate and Encompass brand names. The Protection Services segment provides consumer product protection plans and related technical support for mobile phones, consumer electronics, furniture, and appliances; finance and insurance products, including vehicle service contracts, guaranteed asset protection waivers, road hazard tire and wheel, and paint and fabric protection; towing, jump-start, lockout, fuel delivery, and tire change services; device and mobile data collection services; data and analytic solutions using automotive telematics i... - Loss:
MultipleNegativesRankingLosswith these parameters:{ "scale": 20.0, "similarity_fct": "cos_sim" }
Evaluation Dataset
stage2-dataset
- Dataset: stage2-dataset at cd393c2
- Size: 16,944 evaluation samples
- Columns:
anchorandpositive - Approximate statistics based on the first 1000 samples:
anchor positive type string string details - min: 135 tokens
- mean: 149.21 tokens
- max: 214 tokens
- min: 42 tokens
- mean: 252.75 tokens
- max: 384 tokens
- Samples:
anchor positive The Global X S&P 500 Risk Managed Income ETF seeks to track the Cboe S&P 500 Risk Managed Income Index by investing at least 80% of its assets in index securities. The index's strategy involves holding the underlying stocks of the S&P 500 Index while applying an options collar, specifically selling at-the-money covered call options and buying monthly 5% out-of-the-money put options corresponding to the portfolio's value. This approach aims to generate income, ideally resulting in a net credit from the options premiums, and provide risk management, though selling at-the-money calls inherently caps the fund's potential for upside participation.Apple Inc. designs, manufactures, and markets smartphones, personal computers, tablets, wearables, and accessories worldwide. The company offers iPhone, a line of smartphones; Mac, a line of personal computers; iPad, a line of multi-purpose tablets; and wearables, home, and accessories comprising AirPods, Apple TV, Apple Watch, Beats products, and HomePod. It also provides AppleCare support and cloud services; and operates various platforms, including the App Store that allow customers to discover and download applications and digital content, such as books, music, video, games, and podcasts, as well as advertising services include third-party licensing arrangements and its own advertising platforms. In addition, the company offers various subscription-based services, such as Apple Arcade, a game subscription service; Apple Fitness+, a personalized fitness service; Apple Music, which offers users a curated listening experience with on-demand radio stations; Apple News+, a subscription ...The Global X S&P 500 Risk Managed Income ETF seeks to track the Cboe S&P 500 Risk Managed Income Index by investing at least 80% of its assets in index securities. The index's strategy involves holding the underlying stocks of the S&P 500 Index while applying an options collar, specifically selling at-the-money covered call options and buying monthly 5% out-of-the-money put options corresponding to the portfolio's value. This approach aims to generate income, ideally resulting in a net credit from the options premiums, and provide risk management, though selling at-the-money calls inherently caps the fund's potential for upside participation.Microsoft Corporation develops, licenses, and supports software, services, devices, and solutions worldwide. The company operates in three segments: Productivity and Business Processes, Intelligent Cloud, and More Personal Computing. The Productivity and Business Processes segment offers Office, Exchange, SharePoint, Microsoft Teams, Office 365 Security and Compliance, Microsoft Viva, and Skype for Business; Skype, Outlook.com, OneDrive, and LinkedIn; and Dynamics 365, a set of cloud-based and on-premises business solutions for organizations and enterprise divisions. The Intelligent Cloud segment licenses SQL, Windows Servers, Visual Studio, System Center, and related Client Access Licenses; GitHub that provides a collaboration platform and code hosting service for developers; Nuance provides healthcare and enterprise AI solutions; and Azure, a cloud platform. It also offers enterprise support, Microsoft consulting, and nuance professional services to assist customers in developing, de...The Global X S&P 500 Risk Managed Income ETF seeks to track the Cboe S&P 500 Risk Managed Income Index by investing at least 80% of its assets in index securities. The index's strategy involves holding the underlying stocks of the S&P 500 Index while applying an options collar, specifically selling at-the-money covered call options and buying monthly 5% out-of-the-money put options corresponding to the portfolio's value. This approach aims to generate income, ideally resulting in a net credit from the options premiums, and provide risk management, though selling at-the-money calls inherently caps the fund's potential for upside participation.NVIDIA Corporation provides graphics, and compute and networking solutions in the United States, Taiwan, China, and internationally. The company's Graphics segment offers GeForce GPUs for gaming and PCs, the GeForce NOW game streaming service and related infrastructure, and solutions for gaming platforms; Quadro/NVIDIA RTX GPUs for enterprise workstation graphics; vGPU software for cloud-based visual and virtual computing; automotive platforms for infotainment systems; and Omniverse software for building 3D designs and virtual worlds. Its Compute & Networking segment provides Data Center platforms and systems for AI, HPC, and accelerated computing; Mellanox networking and interconnect solutions; automotive AI Cockpit, autonomous driving development agreements, and autonomous vehicle solutions; cryptocurrency mining processors; Jetson for robotics and other embedded platforms; and NVIDIA AI Enterprise and other software. The company's products are used in gaming, professional visualizat... - Loss:
MultipleNegativesRankingLosswith these parameters:{ "scale": 20.0, "similarity_fct": "cos_sim" }
Training Hyperparameters
Non-Default Hyperparameters
eval_strategy: stepsper_device_train_batch_size: 64per_device_eval_batch_size: 32learning_rate: 3e-05num_train_epochs: 1warmup_ratio: 0.1bf16: Truedataloader_drop_last: Trueload_best_model_at_end: Truebatch_sampler: no_duplicates
All Hyperparameters
Click to expand
overwrite_output_dir: Falsedo_predict: Falseeval_strategy: stepsprediction_loss_only: Trueper_device_train_batch_size: 64per_device_eval_batch_size: 32per_gpu_train_batch_size: Noneper_gpu_eval_batch_size: Nonegradient_accumulation_steps: 1eval_accumulation_steps: Nonetorch_empty_cache_steps: Nonelearning_rate: 3e-05weight_decay: 0.0adam_beta1: 0.9adam_beta2: 0.999adam_epsilon: 1e-08max_grad_norm: 1.0num_train_epochs: 1max_steps: -1lr_scheduler_type: linearlr_scheduler_kwargs: {}warmup_ratio: 0.1warmup_steps: 0log_level: passivelog_level_replica: warninglog_on_each_node: Truelogging_nan_inf_filter: Truesave_safetensors: Truesave_on_each_node: Falsesave_only_model: Falserestore_callback_states_from_checkpoint: Falseno_cuda: Falseuse_cpu: Falseuse_mps_device: Falseseed: 42data_seed: Nonejit_mode_eval: Falseuse_ipex: Falsebf16: Truefp16: Falsefp16_opt_level: O1half_precision_backend: autobf16_full_eval: Falsefp16_full_eval: Falsetf32: Nonelocal_rank: 0ddp_backend: Nonetpu_num_cores: Nonetpu_metrics_debug: Falsedebug: []dataloader_drop_last: Truedataloader_num_workers: 0dataloader_prefetch_factor: Nonepast_index: -1disable_tqdm: Falseremove_unused_columns: Truelabel_names: Noneload_best_model_at_end: Trueignore_data_skip: Falsefsdp: []fsdp_min_num_params: 0fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}tp_size: 0fsdp_transformer_layer_cls_to_wrap: Noneaccelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}deepspeed: Nonelabel_smoothing_factor: 0.0optim: adamw_torchoptim_args: Noneadafactor: Falsegroup_by_length: Falselength_column_name: lengthddp_find_unused_parameters: Noneddp_bucket_cap_mb: Noneddp_broadcast_buffers: Falsedataloader_pin_memory: Truedataloader_persistent_workers: Falseskip_memory_metrics: Trueuse_legacy_prediction_loop: Falsepush_to_hub: Falseresume_from_checkpoint: Nonehub_model_id: Nonehub_strategy: every_savehub_private_repo: Nonehub_always_push: Falsegradient_checkpointing: Falsegradient_checkpointing_kwargs: Noneinclude_inputs_for_metrics: Falseinclude_for_metrics: []eval_do_concat_batches: Truefp16_backend: autopush_to_hub_model_id: Nonepush_to_hub_organization: Nonemp_parameters:auto_find_batch_size: Falsefull_determinism: Falsetorchdynamo: Noneray_scope: lastddp_timeout: 1800torch_compile: Falsetorch_compile_backend: Nonetorch_compile_mode: Noneinclude_tokens_per_second: Falseinclude_num_input_tokens_seen: Falseneftune_noise_alpha: Noneoptim_target_modules: Nonebatch_eval_metrics: Falseeval_on_start: Falseuse_liger_kernel: Falseeval_use_gather_object: Falseaverage_tokens_across_devices: Falseprompts: Nonebatch_sampler: no_duplicatesmulti_dataset_batch_sampler: proportional
Training Logs
Click to expand
| Epoch | Step | Training Loss | Validation Loss |
|---|---|---|---|
| 0.0050 | 10 | 4.6656 | - |
| 0.0099 | 20 | 4.4733 | - |
| 0.0149 | 30 | 4.0093 | - |
| 0.0199 | 40 | 3.9259 | - |
| 0.0248 | 50 | 3.8315 | - |
| 0.0298 | 60 | 3.673 | - |
| 0.0347 | 70 | 3.5076 | - |
| 0.0397 | 80 | 3.4416 | - |
| 0.0447 | 90 | 3.4362 | - |
| 0.0496 | 100 | 3.3934 | - |
| 0.0546 | 110 | 3.3343 | - |
| 0.0596 | 120 | 3.3018 | - |
| 0.0645 | 130 | 3.2882 | - |
| 0.0695 | 140 | 3.3027 | - |
| 0.0744 | 150 | 3.2177 | - |
| 0.0794 | 160 | 3.2708 | - |
| 0.0844 | 170 | 3.2645 | - |
| 0.0893 | 180 | 3.1939 | - |
| 0.0943 | 190 | 3.0575 | - |
| 0.0993 | 200 | 3.0799 | - |
| 0.1042 | 210 | 3.0824 | - |
| 0.1092 | 220 | 3.0693 | - |
| 0.1141 | 230 | 3.1014 | - |
| 0.1191 | 240 | 3.0458 | - |
| 0.1241 | 250 | 3.04 | - |
| 0.1290 | 260 | 3.0311 | - |
| 0.1340 | 270 | 2.9778 | - |
| 0.1390 | 280 | 3.0701 | - |
| 0.1439 | 290 | 2.9039 | - |
| 0.1489 | 300 | 3.0449 | 2.5685 |
| 0.1538 | 310 | 2.8896 | - |
| 0.1588 | 320 | 3.0527 | - |
| 0.1638 | 330 | 3.0153 | - |
| 0.1687 | 340 | 2.869 | - |
| 0.1737 | 350 | 2.9678 | - |
| 0.1787 | 360 | 2.9756 | - |
| 0.1836 | 370 | 2.9348 | - |
| 0.1886 | 380 | 2.9967 | - |
| 0.1935 | 390 | 2.8953 | - |
| 0.1985 | 400 | 2.9546 | - |
| 0.2035 | 410 | 2.9919 | - |
| 0.2084 | 420 | 2.8487 | - |
| 0.2134 | 430 | 2.7609 | - |
| 0.2184 | 440 | 2.9126 | - |
| 0.2233 | 450 | 2.8991 | - |
| 0.2283 | 460 | 2.9272 | - |
| 0.2333 | 470 | 2.9084 | - |
| 0.2382 | 480 | 2.7963 | - |
| 0.2432 | 490 | 2.822 | - |
| 0.2481 | 500 | 2.9376 | - |
| 0.2531 | 510 | 2.8969 | - |
| 0.2581 | 520 | 2.7745 | - |
| 0.2630 | 530 | 2.8103 | - |
| 0.2680 | 540 | 2.8189 | - |
| 0.2730 | 550 | 2.8322 | - |
| 0.2779 | 560 | 2.7627 | - |
| 0.2829 | 570 | 2.7796 | - |
| 0.2878 | 580 | 2.8515 | - |
| 0.2928 | 590 | 2.8758 | - |
| 0.2978 | 600 | 2.7963 | 2.4142 |
| 0.3027 | 610 | 2.8259 | - |
| 0.3077 | 620 | 2.829 | - |
| 0.3127 | 630 | 2.7699 | - |
| 0.3176 | 640 | 2.7311 | - |
| 0.3226 | 650 | 2.735 | - |
| 0.3275 | 660 | 2.7306 | - |
| 0.3325 | 670 | 2.7467 | - |
| 0.3375 | 680 | 2.7494 | - |
| 0.3424 | 690 | 2.7386 | - |
| 0.3474 | 700 | 2.8513 | - |
| 0.3524 | 710 | 2.673 | - |
| 0.3573 | 720 | 2.8101 | - |
| 0.3623 | 730 | 2.7527 | - |
| 0.3672 | 740 | 2.7213 | - |
| 0.3722 | 750 | 2.753 | - |
| 0.3772 | 760 | 2.8034 | - |
| 0.3821 | 770 | 2.8288 | - |
| 0.3871 | 780 | 2.613 | - |
| 0.3921 | 790 | 2.7315 | - |
| 0.3970 | 800 | 2.8077 | - |
| 0.4020 | 810 | 2.7442 | - |
| 0.4069 | 820 | 2.7351 | - |
| 0.4119 | 830 | 2.7643 | - |
| 0.4169 | 840 | 2.8984 | - |
| 0.4218 | 850 | 2.7377 | - |
| 0.4268 | 860 | 2.7021 | - |
| 0.4318 | 870 | 2.6756 | - |
| 0.4367 | 880 | 2.7852 | - |
| 0.4417 | 890 | 2.7531 | - |
| 0.4467 | 900 | 2.6636 | 2.3456 |
| 0.4516 | 910 | 2.7089 | - |
| 0.4566 | 920 | 2.8029 | - |
| 0.4615 | 930 | 2.721 | - |
| 0.4665 | 940 | 2.5606 | - |
| 0.4715 | 950 | 2.6397 | - |
| 0.4764 | 960 | 2.6563 | - |
| 0.4814 | 970 | 2.7163 | - |
| 0.4864 | 980 | 2.6225 | - |
| 0.4913 | 990 | 2.645 | - |
| 0.4963 | 1000 | 2.6576 | - |
| 0.5012 | 1010 | 2.7019 | - |
| 0.5062 | 1020 | 2.7195 | - |
| 0.5112 | 1030 | 2.7242 | - |
| 0.5161 | 1040 | 2.6729 | - |
| 0.5211 | 1050 | 2.7637 | - |
| 0.5261 | 1060 | 2.677 | - |
| 0.5310 | 1070 | 2.7018 | - |
| 0.5360 | 1080 | 2.6469 | - |
| 0.5409 | 1090 | 2.7186 | - |
| 0.5459 | 1100 | 2.6728 | - |
| 0.5509 | 1110 | 2.6694 | - |
| 0.5558 | 1120 | 2.7839 | - |
| 0.5608 | 1130 | 2.5834 | - |
| 0.5658 | 1140 | 2.6905 | - |
| 0.5707 | 1150 | 2.7223 | - |
| 0.5757 | 1160 | 2.7235 | - |
| 0.5806 | 1170 | 2.636 | - |
| 0.5856 | 1180 | 2.6314 | - |
| 0.5906 | 1190 | 2.5941 | - |
| 0.5955 | 1200 | 2.7827 | 2.2911 |
| 0.6005 | 1210 | 2.6104 | - |
| 0.6055 | 1220 | 2.6148 | - |
| 0.6104 | 1230 | 2.6355 | - |
| 0.6154 | 1240 | 2.6269 | - |
| 0.6203 | 1250 | 2.6003 | - |
| 0.6253 | 1260 | 2.6256 | - |
| 0.6303 | 1270 | 2.6326 | - |
| 0.6352 | 1280 | 2.681 | - |
| 0.6402 | 1290 | 2.5776 | - |
| 0.6452 | 1300 | 2.7528 | - |
| 0.6501 | 1310 | 2.6076 | - |
| 0.6551 | 1320 | 2.5784 | - |
| 0.6600 | 1330 | 2.6064 | - |
| 0.6650 | 1340 | 2.5757 | - |
| 0.6700 | 1350 | 2.5851 | - |
| 0.6749 | 1360 | 2.6007 | - |
| 0.6799 | 1370 | 2.5674 | - |
| 0.6849 | 1380 | 2.6984 | - |
| 0.6898 | 1390 | 2.6202 | - |
| 0.6948 | 1400 | 2.6729 | - |
| 0.6998 | 1410 | 2.6683 | - |
| 0.7047 | 1420 | 2.6355 | - |
| 0.7097 | 1430 | 2.6033 | - |
| 0.7146 | 1440 | 2.6834 | - |
| 0.7196 | 1450 | 2.6597 | - |
| 0.7246 | 1460 | 2.6298 | - |
| 0.7295 | 1470 | 2.6232 | - |
| 0.7345 | 1480 | 2.5672 | - |
| 0.7395 | 1490 | 2.5139 | - |
| 0.7444 | 1500 | 2.6248 | 2.3090 |
| 0.7494 | 1510 | 2.6417 | - |
| 0.7543 | 1520 | 2.6197 | - |
| 0.7593 | 1530 | 2.6911 | - |
| 0.7643 | 1540 | 2.5542 | - |
| 0.7692 | 1550 | 2.6584 | - |
| 0.7742 | 1560 | 2.6182 | - |
| 0.7792 | 1570 | 2.6301 | - |
| 0.7841 | 1580 | 2.5629 | - |
| 0.7891 | 1590 | 2.5965 | - |
| 0.7940 | 1600 | 2.5722 | - |
| 0.7990 | 1610 | 2.5835 | - |
| 0.8040 | 1620 | 2.5901 | - |
| 0.8089 | 1630 | 2.6055 | - |
| 0.8139 | 1640 | 2.6019 | - |
| 0.8189 | 1650 | 2.6421 | - |
| 0.8238 | 1660 | 2.6049 | - |
| 0.8288 | 1670 | 2.5351 | - |
| 0.8337 | 1680 | 2.6158 | - |
| 0.8387 | 1690 | 2.5994 | - |
| 0.8437 | 1700 | 2.5816 | - |
| 0.8486 | 1710 | 2.5848 | - |
| 0.8536 | 1720 | 2.6138 | - |
| 0.8586 | 1730 | 2.5811 | - |
| 0.8635 | 1740 | 2.5933 | - |
| 0.8685 | 1750 | 2.5869 | - |
| 0.8734 | 1760 | 2.5464 | - |
| 0.8784 | 1770 | 2.6842 | - |
| 0.8834 | 1780 | 2.6312 | - |
| 0.8883 | 1790 | 2.5621 | - |
| 0.8933 | 1800 | 2.6103 | 2.2858 |
Framework Versions
- Python: 3.10.12
- Sentence Transformers: 4.1.0
- Transformers: 4.51.3
- PyTorch: 2.1.0+cu118
- Accelerate: 1.6.0
- Datasets: 3.5.0
- Tokenizers: 0.21.1
Citation
BibTeX
Sentence Transformers
@inproceedings{reimers-2019-sentence-bert,
title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
author = "Reimers, Nils and Gurevych, Iryna",
booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
month = "11",
year = "2019",
publisher = "Association for Computational Linguistics",
url = "https://arxiv.org/abs/1908.10084",
}
MultipleNegativesRankingLoss
@misc{henderson2017efficient,
title={Efficient Natural Language Response Suggestion for Smart Reply},
author={Matthew Henderson and Rami Al-Rfou and Brian Strope and Yun-hsuan Sung and Laszlo Lukacs and Ruiqi Guo and Sanjiv Kumar and Balint Miklos and Ray Kurzweil},
year={2017},
eprint={1705.00652},
archivePrefix={arXiv},
primaryClass={cs.CL}
}