--- tags: - sentence-transformers - sentence-similarity - feature-extraction - generated_from_trainer - dataset_size:3726 - loss:MultipleNegativesRankingLoss base_model: sentence-transformers/all-mpnet-base-v2 widget: - source_sentence: a 2-in-1 laptop for enhanced productivity and portability. 2-in-1 laptop with a large touchscreen display, a sleek metal body, and integrated privacy features. sentences: - 'Title: Lenovo Yoga 7i 16" (2560x1600) Touchscreen 2-in-1 Laptop - Intel Evo Core i7-1260P - 16GB LPDDR5 Memory - 512GB PCie Gen4 SSD - Arctic Grey Descripion: [''The Lenovo Yoga 7i combines versatile portability and enhanced productivity, thanks to the boundary-breaking performance and responsiveness of 12th generation Intel Core processors and vibrant WQXGA clarity with Intel Iris Xe 96EU graphics. Go anywhere with a sleek 2-in-1 metal chassis featuring thoughtful details including a webcam privacy shutter.'']' - "Title: HP Envy 17t 17.3\" Touchscreen FHD Business Laptop Computer, 13th Gen\ \ Intel 14-Core i7-13700H, 8GB DDR4 RAM, 512GB PCIe SSD, WiFi 6E, Bluetooth 5.3,\ \ Backlit Keyboard, Windows 11 Pro, BROAG HDMI Cable Descripion: ['Operating system'\ \ 'Windows 11 Pro' 'Processor'\n '13th Gen Intel Core i7-13700H, 14C (6P + 8E)\ \ / 20T, P-core 2.4 / 5.0GHz, E-core 1.8 / 3.7GHz, 24MB'\n 'Graphics' 'Intel Iris\ \ Xe Graphics' 'Chipset' 'Intel Integrated SoC'\n 'Memory' '8GB DDR4-3200 RAM'\ \ 'Storage' '512GB PCIe NVMe M.2 SSD'\n 'Expansion slots' '1 multi-format SD media\ \ card reader' 'Display'\n '17.3\" diagonal, FHD (1920 x 1080), multitouch-enabled,\ \ IPS, edge-to-edge glass, micro-edge, 300 nits'\n 'Webcam'\n 'HP True Vision\ \ 5MP IR camera with camera shutter, temporal noise reduction and integrated dual\ \ array digital microphones'\n 'Audio' 'Audio by Bang & Olufsen; Dual speakers;\ \ HP Audio Boost' 'Color'\n 'Grey' 'Keyboard'\n 'Full-size, backlit, moonstone\ \ grey keyboard with numeric keypad'\n 'Pointing device' 'Precision Touchpad Support'\ \ 'External I/O Ports'\n '1 USB Type-A 10Gbps signaling rate (HP Sleep and Charge);\ \ 2 USB Type-A 10Gbps signaling rate; 2 Thunderbolt 4 with USB Type-C 40Gbps signaling\ \ rate (USB Power Delivery, DisplayPort 1.4, HP Sleep and Charge); 1 HDMI 2.1;\ \ 1 headphone/microphone combo'\n 'Wireless' 'Realtek Wi-Fi 6E (2x2) and Bluetooth\ \ 5.3 wireless card'\n 'Primary battery' '4-cell,\\xa055 Wh\\xa0Li-ion\\xa0polymer'\n\ \ 'Battery Recharge Time'\n 'Supports battery fast charge: approximately 50% in\ \ 30 minutes'\n 'Power supply' '90 W USB Type-C power adapter' 'Dimensions (W\ \ X D X H)'\n '15.68 x 10.20 x 0.77 in' 'Weight' '5.49 lb']" - 'Title: ASUS ROG Zephyrus S17 GX703HS 17.3" WQHD 165Hz Gaming Notebook Computer, Intel Core i9-11900H 2.5GHz, 32GB RAM, 1TB SSD, NVIDIA GeForce RTX 3080 16GB, Windows 10 Pro, Free Upgrade to Windows 11 Descripion: [''17.3" i9 11900H 32G 1T Win10P'']' - source_sentence: laptop computer featuring a large touchscreen display, a powerful processor, and multiple storage options. it is designed for general use, suitable for a wide audience. sentences: - "Title: HP 2020 Flagship 17 Laptop Computer, 17.3 inch HD+ Touchscreen Display,\ \ Intel Quad-Core i5-8265U (Beats i7-7500U), 8GB DDR4 256GB PCIe SSD + 1TB HDD,\ \ DVD Win 10 (Silver)+ 16GB Micro SD Card Descripion: ['This listing by Apricot\\\ xa0Power\\xa0PC\\xa0sells\\xa0computers\\xa0with\\xa0upgraded configurations.If\ \ the computer has modifications (listed above), then the manufacturer box is\ \ opened for it to be tested and inspected and to install the upgrades to achieve\ \ the specifications as advertised. If no modification are listed, the item is\ \ unopened and untested. Defects & blemishes are significantly reduced by our\ \ in depth inspection & testing'\n 'PRODUCT OVERVIEW:'\n 'Tackle assignments and\ \ stream HD content with this HP 17.3-inch laptop. An Intel Core i5 processor\ \ delivers reliably fast performance, and the DDR4 of RAM let you run multiple\ \ programs simultaneously. This HP 17.3-inch laptop has a PCIe SSD that provides\ \ plenty of storage space and helps improve startup and loading times.'\n 'KEY\ \ SPECIFICATIONS:' 'PC Type:' 'Traditional Laptop Computer'\n 'PC Series:' 'hp\ \ 17.3 Laptop i5' 'Display:'\n '17.3 inch HD+ ( 1600 x 900 ) Touchscreen WLED\ \ Display' 'Processor:'\n 'Intel Quad-Core i5-8265U (Beats i7-7500U), 1.6 GHz\ \ up to 3.9GHz, 6 MB Intel Smart Cache, 4 Threads'\n 'Memory:' '8GB DDR4' 'SSD:'\ \ '256GB PCIe Solid State Drive' 'HDD:'\n '1TB Hard Disk Drive' 'Optical Drive:'\ \ 'DVD Optical Drive' 'Graphics:'\n 'Integrated Intel UHD Graphics 620' 'Communications:'\n\ \ '802.11b/g/n/ac (1x1) Wi-Fi and Bluetooth 4.2 Combo' 'Camera:'\n 'Built-in HD\ \ Webcam' 'Operating system:' 'Windows 10 Home 64 bit'\n 'Ports & Slots:'\n '2\ \ x USB 3.1 Gen 1 (Data transfer only), 1 x USB 2.0, 1 x HDMI, 1 x RJ-45, 1 x\ \ headphone/microphone combo, 1 x multi-format SD media card reader'\n 'Additional\ \ Information:'\n 'Dimensions: 16.33\" x 10.72\" x 0.96\" Approximate Weight:\ \ 5.25lbs'\n 'Color:' 'Silver' 'Accessory:'\n 'DELCA\\xa016GB\\xa0Microso\\xa0SD\\\ xa0included']" - "Title: Lenovo Legion5 15.6\" FHD Gaming Laptop Computer- NVIDIA GTX 1660 Ti-\ \ Intel 6-Core i7-10750H (up to 5.0 GHz)- RGB Backlit KB Win 10- 16GB RAM DDR4\ \ 512GB PCIe SSD w/GM Accessories Descripion: ['We sell computers with upgraded\ \ configurations. If the computer has modifications (listed above), then the manufacturer\ \ box is opened for it to be tested and inspected and to install the upgrades\ \ to achieve the specifications as advertised. If no modifications are listed,\ \ the item is unopened and untested. Defects & blemishes are significantly reduced\ \ by our in-depth inspection & testing.'\n 'Display: 15.6\" FHD (1920x1080) Anti-glare\ \ Display Processor: Intel Core i7-10750H 6-core, 12 MB cache, 2.6 GHz base frequency,\ \ up to 5 GHz Operating System: Windows 10 Home 64 Graphics: NVIDIA GeForce GTX\ \ 1660 Ti 6GB GDDR6 Memory: 16GB DDR4 RAM Storage: 512GB PCIe SSD Ethernet: 100/1000M\ \ WLAN + Bluetooth: 11ax, 2x2 + BT5.0 Camera: 720p Microphone: 2x, Array Surface\ \ Treatment: Painting Color: Phantom Black Keyboard: 4-Zone RGB LED backlight,\ \ English (US) Fingerprint Reader: None Battery: Integrated 60Wh 4-Cell Lithium-ion\ \ Ports: 1X USB 3.2 Gen 1 (Type C; DisplayPort). 4X USB 3.2 Gen 1 (Type A). 1XHDMI.\ \ 1X Gigabit-Ethernet. 1X Headphone combojack Product Dimensions (WxLxH): 11\ \ IN x 15 IN x 1 IN. Weight: 6lb Bundled Accessories: 1x HDMI Cable, 1x USB extension\ \ cord, 1x Mouse Pad.']" - 'Title: Microsoft 12.4 Multi-Touch Surface Laptop Go, Intel Core i5-1035G1, 8GB RAM, 128GB SSD, Integrated Intel UHD Graphics, Windows 10 Home in S Mode, 1ZZ-00003, Sandstone (Renewed) Descripion: [''The Sandstone Microsoft 12.4" Multi-Touch Surface Laptop Go features a portable, lightweight design with a 10th Gen Intel Core processor, Wi-Fi 6 (802.11ax), Bluetooth 5.0, and a USB Type-C port. Powered by a 10th Gen 1.0 GHz Intel Core i5-1035G1 Quad-Core processor and 8GB of LPPDR4x RAM, the Surface Laptop Go can efficiently multitask and quickly access frequently used files and programs. For storing your photos, videos, and files, it\''s equipped with a 128GB SSD, which provides you with fast boot times. Its 12.4" PixelSense display, driven by integrated Intel UHD Graphics, features a 1536 x 1204 resolution and slim bezels for your viewing comfort. It also supports multi-touch so you can utilize touch gestures and commands within Windows 10 Home to enhance its accessibility and efficiency.'']' - source_sentence: a laptop for business and student use. lightweight laptop with a large display, upgraded memory, and dual storage options. sentences: - "Title: ASUSLaptop 2020 Newest VivoBook 15 FHD Lightweight Laptop for Business\ \ Student, AMD Ryzen 5 3500U (> i7-7500U), Radeon Vega 8 Graphics, 12GB RAM, 128GB\ \ SSD+ 1TB HDD, USB-A/C, Win10, w/GM Accessories Descripion: ['Capacity: 12GB\ \ RAM | 128GB SSD + 1TB HDD'\n 'We sell computers with upgraded configurations.\ \ If the computer has modifications (listed above), then the manufacturer box\ \ is opened for it to be tested and inspected and to install the upgrades to achieve\ \ the specifications as advertised. If no modifications are listed, the item is\ \ unopened and untested. Defects & blemishes are significantly reduced by our\ \ in-depth inspection & testing'\n 'Memory:' 'Upgraded to 20GB DDR4 RAM' 'Storage:'\n\ \ 'Upgraded to 128GB SSD + 1TB HDD' 'Display:'\n '15.6 inch FHD 4 Way NanoEdge\ \ bezel Display with a stunning 88% screen-to-body ratio'\n 'Processor:'\n 'AMD\ \ 2nd Generation Ryzen 5-3500U Processor (2.1 GHz base frequency up to 3.7 GHz,\ \ 4 cores)'\n 'Graphics:' 'AMD Radeon Vega 8' 'Wireless:' '802.11ac, Bluetooth'\n\ \ 'Ports:'\n '2x USB 2.0 Type-A 1x USB 3.2 Type-C 1x HDMI Output 1x Headphone\ \ Jack'\n 'Battery Life: 9 Hours' 'Color: Silver' 'Weight: 3.75 lbs'\n 'Dimensions:\ \ 14.06 X 9.07 X 0.78 inch'\n 'Bundle accessories: Ghost Manta 3in1 accessories,\ \ including mousepad, HDMI cable and USB cable']" - "Title: Lenovo Ideapad L340 17.3'' FHD Gaming Laptop Computer Hexa-Core i7-9750H\ \ Up to 4.5GHz 16GB DDR4 RAM 512GB M.2 NVMe PCIe SSD NVIDIA GeForce GTX 1650 WiFi\ \ HDMI Backlit Dolby Audio Bluetooth Windows 10 Descripion: ['We sell computers\ \ with upgraded configurations. If the computer has modifications (listed above),\ \ then the manufacturer box is opened'\n 'Processor'\n '9th Generation Intel Core\ \ i7-9750H Processor (2.60GHZ, up to 4.50GHz with Turbo Boost, 6 Cores, 12MB Cache)'\n\ \ 'Operating System' 'Windows 10 Home' 'Graphics'\n 'NVIDIA GeForce GTX 1650 4GB'\ \ 'Memory' '16GB DDR4 2400 MHz' 'Storage'\n '512GB M.2 NVMe PCIE SSD' 'Display'\n\ \ '17.3\" FHD (1920 x 1080) IPS, 300 nits, Anti-Glare' 'Security'\n 'TrueBlock\ \ Privacy Shutter' 'SW TPM' 'Kensington lock slot' 'Audio'\n '2x 1.5W speakers\ \ with Dolby Audio' 'Camera'\n '720p HD camera with dual microphones' 'Connectivity'\n\ \ 'Up to 802.11 AC (2 x 2)' 'Bluetooth 4.2' 'Ports / Slots'\n '2 x USB 3.1 (Gen.\ \ 1)' '1 x HDMI 2.0' '1 x RJ45' '1 x Novo hole'\n '1 x Combo of 3.5mm Stereo Headphone'\ \ '1 x Type C (USB 3.0)' 'Battery'\n 'Up to 5.5 hours' 'Keyboard' 'Backlit Keyboard'\ \ 'Dimensions (W x D x H)'\n '16.26\" x 11.2\" x 0.99\" / 413 x 284.7 x 25.3 (mm)'\ \ 'Weight'\n 'Starting at 6.13 lbs (2.78 kg)' 'Color' 'Granite Black'\n \"What's\ \ in the box\" 'IdeaPad L340 (17”) Gaming' '135W AC adapter'\n '3 cell 45Wh battery'\ \ 'Quick start guide']" - "Title: Lenovo 2021 IdeaPad 3 15.6\" FHD Laptop Computer, 10th Gen Intel Core\ \ i3-1005G1, 20GB RAM, 1TB PCIe SSD, Intel UHD Graphics, Dolby Audio, HD Webcam,\ \ Bluetooth, Win 10S, Grey, 32GB SnowBell USB Card Descripion: ['SnowBell\\xa0sells\\\ xa0computers\\xa0with\\xa0upgraded\\xa0configurations.\\xa0the\\xa0manufacturer\\\ xa0box\\xa0is\\xa0opened\\xa0for\\xa0upgrades\\xa0to\\xa0achieve\\xa0the\\xa0specifications\\\ xa0as\\xa0advertised.\\xa0Defects\\xa0are\\xa0significantly\\xa0reduced\\xa0by\\\ xa0our\\xa0in\\xa0depth\\xa0inspection\\xa0&\\xa0testing.'\n 'Operating System:'\n\ \ 'Windows 10 in S mode. Protect your data with enterprise-grade security, log\ \ in from device anywhere, and boost productivity.'\n 'Display:'\n '15.6\" FHD\ \ Display, 1920 x 1080 resolution boasts impressive color and clarity, Anti-glare\ \ Energy-efficient LED screen.'\n 'Processor:'\n '10th Gen Intel Core i3-1005G1\ \ Processor, Ultra-low-voltage platform. Dual-core, four-way processing provides\ \ maximum high-efficiency power to go.'\n 'Memory RAM:'\n '20GB DDR4 RAM, Plenty\ \ of high-bandwidth RAM to smoothly run your games as well as multiple programs.'\n\ \ 'Storage Drive:'\n '1TB PCIe SSD Save files fast and store more data. With plenty\ \ amounts of storage and advanced communication power, great for major gaming,\ \ multiple servers, backups, and more.'\n 'Graphics:'\n 'Intel UHD Graphics with\ \ shared video memory provide everyday image quality for Internet use, basic photo\ \ editing and casual gaming.'\n 'Keyboard:'\n 'Standard Keyboard, Allows you to\ \ enjoy comfortable and accurate typing.'\n 'Audio:'\n '2 x 1.5W with Dolby Audio\ \ deliver breathtaking, three-dimensional audio that flows above and around you\ \ with depth and precision.'\n 'Webcam:'\n 'Built-in HD webcam with microphone\ \ makes it easy to video chat with family, friends or teleconference over popular\ \ applications.'\n 'Dimensions (WxDxH):' '14.26\" x 9.98\" x 0.78\"' 'Ports:'\n\ \ '3x USB Type-A, 1x HDMI, 1x SD Media Card Reader, 1x Headphone/Microphone Combo.'\n\ \ 'Network:' 'Wireless-AC + Bluetooth']" - source_sentence: laptop with a sleek design, a large display, and multiple connectivity options. sentences: - "Title: HP Envy 17t-ch100 17.3\" 4K Ultra HD Business IPS Laptop (Intel i7-1195G7\ \ 4-Core, 64GB RAM, 2TB m.2 SATA SSD, Intel Iris Xe, 60Hz (3840x2160), Fingerprint,\ \ BT 5.2, Win 11 Home) with Hub Descripion: ['GreatPriceTech sells computers with\ \ custom/upgraded configurations to enhance system performance. If the computer\ \ has modifications as listed above, the manufacturer’s box was opened by our\ \ highly skilled technicians for testing, inspection, and installation of the\ \ upgrades according to the specifications advertised. All computers and components\ \ are brand new.'\n 'Processor: Intel Core i7-1195G7 2.90GHz Processor (11th Gen,\ \ upto 5 GHz, 12MB Cache, 4-Cores, 8-Threads, )Storage: 2TB SATA SSD (Solid State\ \ Drive)Memory: 64GB DDR4 SO-DIMMGraphics: Intel Iris Xe Integrated Graphics,\ \ Operating System: Windows 11 Home-64Connectivity: 802.11ax Wifi, Bluetooth 5.2,\ \ Camera: 720p HD WebcamInput/Output: Fingerprint Security System, Silver Backlit,\ \ Display: 17.3\" 4K Ultra HD (3840x2160) 60Hz 16:9 IPS DisplayPorts/Slots:, 1\ \ HDMI, Thunderbolt 4 (Type-C), SDXC Reader, No Optical Drive, Headphone/Microphone\ \ Combo JackBattery: 65W Power Supply, 4-Cell 55 WHr BatteryColor: Natural SilverForm/Style:\ \ StandardProduct Dimensions (WxLxH): 15.71 IN x 10.20 IN x 0.75 IN. Weight: 5.39lb1\ \ Year Manufacturer warranty from GreatPriceTech (Professionally upgraded by GreatPriceTech)']" - "Title: Lenovo ThinkPad E15 Gen 2 Home & Business Laptop (Intel i5-1135G7 4-Core,\ \ 32GB RAM, 256GB PCIe SSD, Intel Iris Xe, 15.6\" Full HD (1920x1080), Bluetooth,\ \ Webcam, 1xHDMI, Win 10 Pro) with Hub Descripion: ['GreatPriceTech sells computers\ \ with custom/upgraded configurations to enhance system performance. If the computer\ \ has modifications as listed above, the manufacturer’s box was opened by our\ \ highly skilled technicians for testing, inspection, and installation of the\ \ upgrades according to the specifications advertised. All computers and components\ \ are brand new.'\n 'Processor: Intel Core i5-1135G7 2.40GHz Processor (11th Gen,\ \ upto 4.2 GHz, 8MB Cache, 4-Cores)'\n 'Processor:'\n 'Intel Core i5-1135G7 2.40GHz\ \ Processor (11th Gen, upto 4.2 GHz, 8MB Cache, 4-Cores)'\n 'Storage: 256GB PCIe\ \ SSD (Solid State Drive)' 'Storage:'\n '256GB PCIe SSD (Solid State Drive)' 'Memory:\ \ 32GB DDR4 SO-DIMM'\n 'Memory:' '32GB DDR4 SO-DIMM'\n 'Graphics: Intel Iris Xe\ \ Integrated Graphics,' 'Graphics:'\n 'Intel Iris Xe Integrated Graphics,'\n 'Operating\ \ System: Windows 10 Pro-64' 'Operating System:'\n 'Windows 10 Pro-64'\n 'Connectivity:\ \ Wi-Fi 6 AX201 Wifi, Bluetooth 5.0, Ethernet LAN (RJ-45)'\n 'Connectivity:' 'Wi-Fi\ \ 6 AX201 Wifi, Bluetooth 5.0, Ethernet LAN (RJ-45)'\n 'Camera: 720p HD Webcam'\ \ 'Camera:' '720p HD Webcam'\n 'Input/Output:, Full-size Black Keyboard,' 'Input/Output:'\n\ \ ', Full-size Black Keyboard,'\n 'Display: 15.6\" Full HD (1920x1080) 60Hz 16:9\ \ IPS Display' 'Display:'\n '15.6\" Full HD (1920x1080) 60Hz 16:9 IPS Display'\n\ \ 'Ports/Slots:, USB 3.2 Gen1, 1 USB 2.0, 1 HDMI, Thunderbolt 3 (Type-C), No Optical\ \ Drive, Headphone/Microphone Combo Jack'\n 'Ports/Slots:'\n ', USB 3.2 Gen1,\ \ 1 USB 2.0, 1 HDMI, Thunderbolt 3 (Type-C), No Optical Drive, Headphone/Microphone\ \ Combo Jack'\n 'Battery: 65W Power Supply, 3-Cell 45 WHr Battery' 'Battery:'\n\ \ '65W Power Supply, 3-Cell 45 WHr Battery' 'Color: Glossy Black' 'Color:'\n 'Glossy\ \ Black' 'Form/Style: Standard' 'Form/Style:' 'Standard'\n 'Product Dimensions\ \ (WxLxH): 14.4 IN x 9.5 IN x 0.75 IN. Weight: 3.75lb'\n 'Product Dimensions\ \ (WxLxH): 14.4 IN x 9.5 IN x 0.75 IN.' 'Weight:'\n '3.75lb'\n '1 Year Manufacturer\ \ warranty from GreatPriceTech (Professionally upgraded by GreatPriceTech)'\n\ \ '1 Year Manufacturer warranty from GreatPriceTech (Professionally upgraded by\ \ GreatPriceTech)']" - "Title: ASUS VivoBook E14 Thin and Light Laptop 14” HD Display Intel Celeron N3350\ \ Processor 4GB DDR4 64GB eMMC Storage Intel HD Graphics HDMI USB-CMicrosoft 365\ \ Win10 + HDMI Cable Descripion: ['PRODUCT OVERVIEW:'\n 'The ASUS Vivobook E14\ \ is designed to help you be productive all day — even when you’re on the move.\ \ This compact and lightweight 14-inch laptop is powered by the latest Intel processor\ \ and provides up to 8 hours of battery life. And with pre-loaded Windows 10 Home\ \ S, it offers full compatibility with a wide range of software and peripherals.\ \ It’s the best laptop for people on the go.'\n 'Product Details:' 'Microprocessor:'\n\ \ 'Intel Dual-core Celeron N3350 (Base Clock 1.1GHz, Max Boost Clock Up to 2.4GHz,\ \ 2MB L2 Cache, 2 threads)'\n 'Memory:' '4GB RAM' 'Storage:' '64GB eMMC Storage'\ \ 'Operating system:'\n 'Microsoft Windows 10' 'Graphics & Video:'\n 'Integrated\ \ Intel HD Graphics 500 14\" HD (1366 x 768) Display'\n 'Key Features:'\n 'Bluetooth:\ \ Yes Backlit Keyboard: No Fingerprint: No Optical Drive: No Camera: Yes Multi-format\ \ SD media card reader: Yes Bang & Olufsen Audio: No'\n 'Ports :'\n '2 x USB-A\ \ 3.2, 1 x USB-C 3.2, 1 x HDMI, 1 x Combo Audio Jack, 1 x MicroSD Card Reader'\n\ \ 'Battery :' 'Up to 8 hours battery life' 'Additional Information:'\n 'Dimension:\ \ 12.8\" x 8.9\" x 0.69\" Weight: 2.8 lbs' 'Accessory:'\n 'HDMI Cable']" - source_sentence: a convertible laptop for working, watching, or writing sentences: - "Title: HP Newest 2020 17 Premium Business Laptop I 17.3 inch HD+ Touchscreen\ \ Display I 10th Gen Intel Quad-Core i5-10210U (>i7-7500U) I 16GB DDR4 256GB SSD\ \ I Backlit KB DVD Win 10 + 16GB Micro SD Card Descripion: ['If the computer has\ \ modifications (listed above), then the manufacturer box is opened for it to\ \ be tested and inspected and to install the upgrades to achieve the specifications\ \ as advertised. If no modification are listed, the item is unopened and untested.\ \ Defects & blemishes are significantly reduced by our in depth inspection & testing.'\n\ \ 'PRODUCT OVERVIEW:'\n 'Tackle assignments and stream HD content with this HP\ \ 17.3-inch laptop. An 10th Intel Core i5 processor delivers reliably fast performance,\ \ and the DDR4 of RAM let you run multiple programs simultaneously. This HP 17.3-inch\ \ laptop has a SSD Storage that provides plenty of storage space and helps improve\ \ startup and loading times.'\n 'KEY SPECIFICATIONS:' 'PC Type:' 'Traditional\ \ Business Laptop Computer'\n 'PC Series:' 'HP 17 i5 laptop' 'Display:'\n '17.3\ \ inch HD+ ( 1600 x 900) Touchscreen BrightView WLED Display'\n 'Processor:'\n\ \ '10th Gen Intel Quad-Core i5-10210U, 1.6GHz, up to 4.2GHz, 6 MB Cache, 8 Treads'\n\ \ 'Memory:' '16GB DDR4' 'Storage:' '256GB SSD' 'Graphics:'\n 'Integrated Intel\ \ UHD Graphics' 'Communications:'\n '802.11ac Wi-Fi and Bluetooth 4.2' 'Camera:'\n\ \ 'HP Webcam with integrated digital microphone' 'Keyboard:'\n 'Backlit Keyboard'\ \ 'Operating system:' 'Windows 10 Home 64 bit'\n 'Ports & Slots:'\n '2 x USB 3.1\ \ (Data Transfer Only), 1 x USB 2.0 (Data Transfer Only), 1 x AC smart pin, 1\ \ x HDMI, 1 x RJ-45, 1 x headphone/microphone combo, 1 x multi-format SD media\ \ card reader, 1 x DVD Optical Drive'\n 'Battery Life:' '3-cell, 41 Wh Li-ion'\ \ 'Additional Information:'\n 'Dimensions: 16.33\" x 10.71\" x 0.96\" Approximate\ \ Weight: 5.31 lbs'\n 'Accessory:' 'DELCA\\xa016GB\\xa0Microso\\xa0SD\\xa0included']" - "Title: HP Laptop 2020 Premium Business Laptop Computer I 17.3\" HD+ Non-Touch\ \ I 10th Gen Intel Quad-Core i5-1035G1 (>i7-8550U) I 16GB DDR4 256GB SSD 1TB HDD\ \ I DVD HDMI WiFi Win 10 + 16GB Micro SD Card Descripion: ['If the computer has\ \ modifications (listed above), then the manufacturer box is opened for it to\ \ be tested and inspected and to install the upgrades to achieve the specifications\ \ as advertised. If no modification are listed, the item is unopened and untested.\ \ Defects & blemishes are significantly reduced by our in depth inspection & testing.'\n\ \ 'PRODUCT OVERVIEW:'\n 'HP Laptop: Work on the go or enjoy social media and gaming\ \ with this HP 17-inch HD Laptop. The Intel Core i5 processor and DDR4 RAM provide\ \ reliable multitasking performance, and the Intel UHD graphics deliver a high-quality\ \ streaming experience. This HP 17-inch HD Laptop has a expanded SSD for fast\ \ starts and ample storage.'\n 'KEY SPECIFICATIONS:' 'PC Type:' 'Traditional Business\ \ Laptop Computer'\n 'PC Series:' 'HP 17 inch laptop' 'Display:'\n '17.3 inch\\\ xa0diagonal\\xa0HD+ ( 1600 x 900 ) BrightView WLED Display'\n 'Processor:'\n '10th\ \ Gen Intel Quad-Core i5-1035G1 (>i7-8550U), 1.0GHz up to 3.6GHz, 6 MB Cache,\ \ 8 Threads'\n 'Memory:' '16GB DDR4' 'Storage:' '256GB SSD + 1TB HDD' 'Graphics:'\n\ \ 'Integrated Intel UHD Graphics' 'Communications:'\n 'Intel Wi-Fi 6 AX 201 (2x2)\ \ and Bluetooth 5 Combo' 'Camera:'\n 'TrueVision HD Webcam' 'Network interface:'\n\ \ 'Integrated 10/100/1000 GbE LAN' 'Operating system:' 'Windows 10'\n 'Ports &\ \ Slots:'\n '1 x SuperSpeed USB Type-A 5Gbps signaling rate, 1 x USB 2.0, 1 x\ \ HDMI, 1 x RJ-45, 1 x AC smart pin, 1 x headphone/microphone combo, 1 x multi-format\ \ SD media card reader, 1 x DVD Optical Drive'\n 'Battery:' '3-cell, 41 Wh Li-ion'\ \ 'Additional Information:'\n 'Dimensions: 16.3\" x 10.7\" x 1\" Approximate Weight:\ \ 5.4 lbs' 'Accessory:'\n 'DELCA\\xa016GB\\xa0Microso\\xa0SD\\xa0included']" - "Title: HP Flagship Pavilion X360 15 2-in-1 Laptop 15.6\" HD Touchscreen WLED\ \ 10th Gen Intel 4-Core i5-10210U(Beats i7-8550U) 16GB RAM 512GB SSD B&O WiFi\ \ HDMI USB-C Win 10 + Pen Descripion: ['PRODUCT OVERVIEW:'\n \"Offering a new\ \ hourglass design and a 360° hinge, the HP Pavilion x360 Convertible Laptop can\ \ be adjusted to a variety of comfortable angles, whether you're working, watching\ \ or writing\"\n 'Product Details:' 'Microprocessor:'\n '10th Generation Intel\ \ Core i5 Processors, Intel Quad-Core i5-10210U (Beats i7-8550U), 1.6 GHz up to\ \ 4.2 GHz, 6 MB Cache, 8 Threads'\n 'Memory:' '16GB DDR4' 'Storage:' '512GB SSD'\ \ 'Operating system:'\n 'Microsoft Windows 10 Home\\xa0(64-bit)' 'Graphics & Video:'\n\ \ '15.6\" diagonal HD(1366 x 768) Touchscreen SVA micro-edge WLED-backlit multitouch-enabled\ \ edge-to-edge glass, 220 nits, 45% NTSC Display Integrated Intel UHD Graphics'\n\ \ 'Key Features:'\n 'Wi-Fi: Yes Bluetooth: Yes Optical Drive: No Webcam: Yes Backlit\ \ Keyboard: No Fingerprint Reader: No Multi-format SD media card reader: Yes Audio:\ \ Yes'\n 'Ports :'\n '1 USB 3.1 Gen 1 Type-C (Data Transfer Only, 5 Gb/s signaling\ \ rate); 2 USB 3.1 Gen 1 Type-A (Data Transfer Only); 1 AC smart pin; 1 HDMI 1.4;\ \ 1 headphone/microphone combo; 1 multi-format SD media card reader'\n 'Additional\ \ Information:'\n 'Dimension: 14.13\" x 9.51\" x 0.81\" Approximate Weight: 4.39\ \ lbs'\n 'Accessory:' 'Pen']" pipeline_tag: sentence-similarity library_name: sentence-transformers --- # SentenceTransformer based on sentence-transformers/all-mpnet-base-v2 This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [sentence-transformers/all-mpnet-base-v2](https://huggingface.co./sentence-transformers/all-mpnet-base-v2). 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:** [sentence-transformers/all-mpnet-base-v2](https://huggingface.co./sentence-transformers/all-mpnet-base-v2) - **Maximum Sequence Length:** 128 tokens - **Output Dimensionality:** 768 tokens - **Similarity Function:** Cosine Similarity ### Model Sources - **Documentation:** [Sentence Transformers Documentation](https://sbert.net) - **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers) - **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co./models?library=sentence-transformers) ### Full Model Architecture ``` SentenceTransformer( (0): Transformer({'max_seq_length': 128, '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}) ) ``` ## Usage ### Direct Usage (Sentence Transformers) First install the Sentence Transformers library: ```bash pip install -U sentence-transformers ``` Then you can load this model and run inference. ```python from sentence_transformers import SentenceTransformer # Download from the 🤗 Hub model = SentenceTransformer("knguyennguyen/mpnet_laptop1k_adjusted") # Run inference sentences = [ 'a convertible laptop for working, watching, or writing', 'Title: HP Flagship Pavilion X360 15 2-in-1 Laptop 15.6" HD Touchscreen WLED 10th Gen Intel 4-Core i5-10210U(Beats i7-8550U)\xa016GB RAM 512GB SSD B&O WiFi HDMI USB-C Win 10 + Pen Descripion: [\'PRODUCT OVERVIEW:\'\n "Offering a new hourglass design and a 360° hinge, the HP Pavilion x360 Convertible Laptop can be adjusted to a variety of comfortable angles, whether you\'re working, watching or writing"\n \'Product Details:\' \'Microprocessor:\'\n \'10th Generation Intel Core i5 Processors, Intel Quad-Core i5-10210U (Beats i7-8550U), 1.6 GHz up to 4.2 GHz, 6 MB Cache, 8 Threads\'\n \'Memory:\' \'16GB DDR4\' \'Storage:\' \'512GB SSD\' \'Operating system:\'\n \'Microsoft Windows 10 Home\\xa0(64-bit)\' \'Graphics & Video:\'\n \'15.6" diagonal HD(1366 x 768) Touchscreen SVA micro-edge WLED-backlit multitouch-enabled edge-to-edge glass, 220 nits, 45% NTSC Display Integrated Intel UHD Graphics\'\n \'Key Features:\'\n \'Wi-Fi: Yes Bluetooth: Yes Optical Drive: No Webcam: Yes Backlit Keyboard: No Fingerprint Reader: No Multi-format SD media card reader: Yes Audio: Yes\'\n \'Ports :\'\n \'1 USB 3.1 Gen 1 Type-C (Data Transfer Only, 5 Gb/s signaling rate); 2 USB 3.1 Gen 1 Type-A (Data Transfer Only); 1 AC smart pin; 1 HDMI 1.4; 1 headphone/microphone combo; 1 multi-format SD media card reader\'\n \'Additional Information:\'\n \'Dimension: 14.13" x 9.51" x 0.81" Approximate Weight: 4.39 lbs\'\n \'Accessory:\' \'Pen\']', 'Title: HP Newest 2020 17 Premium Business Laptop I 17.3 inch HD+ Touchscreen Display I 10th Gen Intel Quad-Core i5-10210U (>i7-7500U) I 16GB DDR4 256GB SSD I Backlit KB DVD Win 10 +\xa016GB Micro SD Card Descripion: [\'If the computer has modifications (listed above), then the manufacturer box is opened for it to be tested and inspected and to install the upgrades to achieve the specifications as advertised. If no modification are listed, the item is unopened and untested. Defects & blemishes are significantly reduced by our in depth inspection & testing.\'\n \'PRODUCT OVERVIEW:\'\n \'Tackle assignments and stream HD content with this HP 17.3-inch laptop. An 10th Intel Core i5 processor delivers reliably fast performance, and the DDR4 of RAM let you run multiple programs simultaneously. This HP 17.3-inch laptop has a SSD Storage that provides plenty of storage space and helps improve startup and loading times.\'\n \'KEY SPECIFICATIONS:\' \'PC Type:\' \'Traditional Business Laptop Computer\'\n \'PC Series:\' \'HP 17 i5 laptop\' \'Display:\'\n \'17.3 inch HD+ ( 1600 x 900) Touchscreen BrightView WLED Display\'\n \'Processor:\'\n \'10th Gen Intel Quad-Core i5-10210U, 1.6GHz, up to 4.2GHz, 6 MB Cache, 8 Treads\'\n \'Memory:\' \'16GB DDR4\' \'Storage:\' \'256GB SSD\' \'Graphics:\'\n \'Integrated Intel UHD Graphics\' \'Communications:\'\n \'802.11ac Wi-Fi and Bluetooth 4.2\' \'Camera:\'\n \'HP Webcam with integrated digital microphone\' \'Keyboard:\'\n \'Backlit Keyboard\' \'Operating system:\' \'Windows 10 Home 64 bit\'\n \'Ports & Slots:\'\n \'2 x USB 3.1 (Data Transfer Only), 1 x USB 2.0 (Data Transfer Only), 1 x AC smart pin, 1 x HDMI, 1 x RJ-45, 1 x headphone/microphone combo, 1 x multi-format SD media card reader, 1 x DVD Optical Drive\'\n \'Battery Life:\' \'3-cell, 41 Wh Li-ion\' \'Additional Information:\'\n \'Dimensions: 16.33" x 10.71" x 0.96" Approximate Weight: 5.31 lbs\'\n \'Accessory:\' \'DELCA\\xa016GB\\xa0Microso\\xa0SD\\xa0included\']', ] 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 #### Unnamed Dataset * Size: 3,726 training samples * Columns: sentence_0 and sentence_1 * Approximate statistics based on the first 1000 samples: | | sentence_0 | sentence_1 | |:--------|:----------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------| | type | string | string | | details | | | * Samples: | sentence_0 | sentence_1 | |:------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | laptop with a large display, lightweight design, and multiple connectivity options. | Title: HP 2022 Pavilion 17.3“ FHD IPS Laptop PC, AMD Ryzen 5 5500U (Beat i7 1065g7), 16GB DDR4 RAM, 1TB PCIe SSD, Fingerprint, WiFi 5, Bluetooth, Long Battery Life, Webcam, Windows 10, Silver w/ EBP Descripion: ["Purposefully designed: Get things done with a peace of mind, the HP 17 Laptop PC is designed with ocean-bound plastic. See more on the 17-inch diagonal high resolution screen with a narrow bezel, and get comfy while you type with a new lift-hinge that elevates the keyboard. Performance you can trust: Multitasking feels easy and fast with the performance of an AMD processor, powerful graphics, and speedy Wi-Fi technology. Store more of what you love with a lot of storage. Breathe easy: Everyday computing made easy, with comfort features like HP Fast Charge and a big click pad, this laptop let's you do you."
'Specification Details:' 'AMD Ryzen 5 5500U Mobile Processor'
'Create. Play. Work. Educate. Entertain. The possibilities are infinite. Be anywhere, go anywhere. Powers ultrathin notebooks that offer supreme performance, astonishing battery life, and modern features you need on-the-go.'
'16GB DDR4 Memory'
'Substantial high-bandwidth RAM to smoothly run your games and photo- and video-editing applications, as well as multiple programs and browser tabs all at once.'
'1TB PCIe NVMe solid state drive (SSD)'
'The flash-based SSD has no moving parts, resulting in faster start-up times and data access, no noise, and reduced heat production and power draw on the battery.'
'Built-in HD webcam'
'Makes it easy to video chat with family and friends or teleconference with colleagues over Skype or other popular applications.'
'Wireless Technology' '802.11a/b/g/n/ac (1x1) Wi-Fi and Bluetooth combo.'
'Ports:'
'1 SuperSpeed USB Type-C; 2 SuperSpeed USB Type-A; 1 HDMI 1.4b; 1 AC smart pin; 1 headphone/microphone combo'
'Dimension & Weight:' '15.78 x 10.15 x 0.78 in 5.25 lbs'
'The mousepad is not part of the package and only available upon request.']
| | a laptop for everyday computing tasks | Title: Acer 2022 Chromebook 317 17.3" FHD Laptop Computer, Intel Celeron N4500 Processor up to 2.8GHz, 4GB LPDDR4 RAM, 80GB Storage (64GB eMMC + 16GB Flash Drive), WiFi 6, BT 5.0, Type-C, Silver, Chrome OS Descripion: ['Color' 'Silver' 'Operating System' 'Chrome' 'Processor'
'Intel Celeron N4500 Processor 1.1 GHz (4M Cache, up to 2.8 GHz, 2 cores)'
'Graphics' 'Intel UHD Graphics' 'Display'
'17.3-inch, FHD (1920 x 1080, LCD, LED, Wide view, Anti-glare display, Narrow bezels'
'Memory' '4GB LPDDR4X Memory' 'Storage' '64GB eMMC' 'I/O Ports'
'2x USB 3.2 Gen 1 Type-A'
'2x USB 3.2 Gen 1 Type-C(USB Type-C Port Supporting: USB 3.2 Gen 1 (up to 5 Gbps), DisplayPort over USB-C, USB charging 5/9/15/20 V; 3 A, DC-in port 20 V; 45 W)'
'1x 3.5mm Combo Audio Jack' '1x Micro SD card reader' 'Keyboard'
'Chiclet Keyboard' 'Audio' 'Built-in speaker' 'Built-in microphone'
'Network and Communication' 'IEEE 802.11 a/b/g/n/ac/ax + Bluetooth 5.0'
'Battery' '3-cell Li-ion' 'Power Supply' 'TYPE-C, 45W AC Adapter'
'Weight' '5.29 lb' 'Dimensions (W x D x H)' '15.8" x 10.5" x 0.89")']
| | laptop with a 15.6-inch display, upgraded storage, and integrated graphics capabilities. | Title: 2021 Dell Inspiron 15 3505 Laptop 15.6” FHD Narrow Border Display, AMD Ryzen TM 3 3250U(up to 3.5GHz), 8GB RAM 512GB NVMe SSD, Integrated Graphics with AMD APU, Online Meeting Ready Webcam Win 10 Descripion: ['We sell computers with upgraded configurations. If the computer has modifications (listed above), then the manufacturer box is opened for it to be tested and inspected and to install the upgrades to achieve the specifications as advertised. If no modifications are listed, the item is unopened and untested. Defects & blemishes are significantly reduced by our in-depth inspection & testing.'
'Hard Drive:' 'Upgraded to 512GB NVMe SSD' 'Memory:' '8GB DDR4 SDRAM'
'Display:'
'15.6-inch FHD (1920 x 1080) Anti-glare LED Backlight Non-Touch Narrow Border WVA Display'
'Screen Resolution:' '1920 x 1080' 'Processor:'
'AMD Ryzen TM 3 3250U Mobile Processor with Radeon TM Graphics (2-Core, 2.6 GHz Up to 3.5 GHz, 4 MB Cache)'
'Graphics:' 'Integrated graphics with AMD APU' 'Operating system:'
'Windows 10 Home' 'Bluetooth:' 'Yes' 'WLAN Connectivity:' '802_11_AC'
'Built-in HD Webcam:' 'Yes']
| * Loss: [MultipleNegativesRankingLoss](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters: ```json { "scale": 20.0, "similarity_fct": "cos_sim" } ``` ### Training Hyperparameters #### Non-Default Hyperparameters - `per_device_train_batch_size`: 128 - `per_device_eval_batch_size`: 128 - `num_train_epochs`: 5 - `multi_dataset_batch_sampler`: round_robin #### All Hyperparameters
Click to expand - `overwrite_output_dir`: False - `do_predict`: False - `eval_strategy`: no - `prediction_loss_only`: True - `per_device_train_batch_size`: 128 - `per_device_eval_batch_size`: 128 - `per_gpu_train_batch_size`: None - `per_gpu_eval_batch_size`: None - `gradient_accumulation_steps`: 1 - `eval_accumulation_steps`: None - `torch_empty_cache_steps`: None - `learning_rate`: 5e-05 - `weight_decay`: 0.0 - `adam_beta1`: 0.9 - `adam_beta2`: 0.999 - `adam_epsilon`: 1e-08 - `max_grad_norm`: 1 - `num_train_epochs`: 5 - `max_steps`: -1 - `lr_scheduler_type`: linear - `lr_scheduler_kwargs`: {} - `warmup_ratio`: 0.0 - `warmup_steps`: 0 - `log_level`: passive - `log_level_replica`: warning - `log_on_each_node`: True - `logging_nan_inf_filter`: True - `save_safetensors`: True - `save_on_each_node`: False - `save_only_model`: False - `restore_callback_states_from_checkpoint`: False - `no_cuda`: False - `use_cpu`: False - `use_mps_device`: False - `seed`: 42 - `data_seed`: None - `jit_mode_eval`: False - `use_ipex`: False - `bf16`: False - `fp16`: False - `fp16_opt_level`: O1 - `half_precision_backend`: auto - `bf16_full_eval`: False - `fp16_full_eval`: False - `tf32`: None - `local_rank`: 0 - `ddp_backend`: None - `tpu_num_cores`: None - `tpu_metrics_debug`: False - `debug`: [] - `dataloader_drop_last`: False - `dataloader_num_workers`: 0 - `dataloader_prefetch_factor`: None - `past_index`: -1 - `disable_tqdm`: False - `remove_unused_columns`: True - `label_names`: None - `load_best_model_at_end`: False - `ignore_data_skip`: False - `fsdp`: [] - `fsdp_min_num_params`: 0 - `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False} - `fsdp_transformer_layer_cls_to_wrap`: None - `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None} - `deepspeed`: None - `label_smoothing_factor`: 0.0 - `optim`: adamw_torch - `optim_args`: None - `adafactor`: False - `group_by_length`: False - `length_column_name`: length - `ddp_find_unused_parameters`: None - `ddp_bucket_cap_mb`: None - `ddp_broadcast_buffers`: False - `dataloader_pin_memory`: True - `dataloader_persistent_workers`: False - `skip_memory_metrics`: True - `use_legacy_prediction_loop`: False - `push_to_hub`: False - `resume_from_checkpoint`: None - `hub_model_id`: None - `hub_strategy`: every_save - `hub_private_repo`: False - `hub_always_push`: False - `gradient_checkpointing`: False - `gradient_checkpointing_kwargs`: None - `include_inputs_for_metrics`: False - `eval_do_concat_batches`: True - `fp16_backend`: auto - `push_to_hub_model_id`: None - `push_to_hub_organization`: None - `mp_parameters`: - `auto_find_batch_size`: False - `full_determinism`: False - `torchdynamo`: None - `ray_scope`: last - `ddp_timeout`: 1800 - `torch_compile`: False - `torch_compile_backend`: None - `torch_compile_mode`: None - `dispatch_batches`: None - `split_batches`: None - `include_tokens_per_second`: False - `include_num_input_tokens_seen`: False - `neftune_noise_alpha`: None - `optim_target_modules`: None - `batch_eval_metrics`: False - `eval_on_start`: False - `use_liger_kernel`: False - `eval_use_gather_object`: False - `batch_sampler`: batch_sampler - `multi_dataset_batch_sampler`: round_robin
### Framework Versions - Python: 3.11.11 - Sentence Transformers: 3.1.1 - Transformers: 4.45.2 - PyTorch: 2.5.1+cu121 - Accelerate: 1.2.1 - Datasets: 3.2.0 - Tokenizers: 0.20.3 ## Citation ### BibTeX #### Sentence Transformers ```bibtex @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 ```bibtex @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} } ```