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  # <img src="assets/youtu-llm-logo.png" alt="Youtu-LLM Logo" height="100px">
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- [📃 License](LICENSE.txt) • [💻 Code](https://github.com/TencentCloudADP/youtu-tip/tree/master/youtu-llm) • [📑 Technical Report](https://github.com/TencentCloudADP/youtu-tip/blob/master/youtu-llm/assets/Youtu-LLM_Technical_Report.pdf) • [📊 Benchmarks](#benchmarks) • [🚀 Getting Started](#quickstart) • [💡 Highlights](#highlights)
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  | **Text Segmentation📋** | LT-02A Infrared Thermometer Manual<br>1 Introduction<br>Thank you for choosing the LT-02A series temperature sensor.<br>The infrared temperature sensor can calculate the surface temperature of an object by measuring the infrared radiation emitted by the target without contact.<br>Non-contact temperature measurement is the biggest advantage of infrared thermometers, allowing users to easily measure targets that are difficult to access or are moving.<br>The LT-02A series temperature sensor is an integrated infrared temperature sensor where the sensor, optical system, and electronic circuitry are all housed within a stainless steel casing. The LT-02A series is easy to install, with standard threads on the metal casing for quick connection to mounting points. Additionally, the LT-02A series offers various options (such as air purgers, mounting brackets, adjustable mounting brackets, air purge protection sleeves, etc.) to meet the requirements of various working conditions.<br>2 Parameter Description<br>a. Basic Performance<br>Protection rating IP65 (NEMA-4)<br>Ambient temperature 0\~60°C<br>Storage temperature -20\~80°C<br>Relative humidity 10-95% (non-condensing)<br>Material Stainless steel<br>Cable length 1.5m (standard), other special specifications (customizable)<br>b. Electrical Parameters<br>Operating power supply 24 VDC<br>Maximum current 50mA<br>Output signal 4\~20mA or 0-5V linear<br>c. Measurement Parameters<br>Spectral range 8\~14μm<br>Temperature range 0\~200°C<br>Optical resolution 20:1<br>Response time 50 ms (95%)<br>Temperature measurement accuracy ±0.5% of reading or ±0.5°C, whichever is greater<br>Repeat accuracy ±0.5% of reading or ±0.5°C, whichever is greater Dimensions 113mm x φ18mm (length * diameter)<br>Emissivity 0.95 fixed<br>d. Optical Path Diagram<br>Image placeholder<br>3 Working Principle and Precautions<br>a. Infrared Temperature Measurement Principle<br>All objects emit infrared energy, and the radiation intensity varies with temperature.<br>Infrared thermometers generally use infrared radiation energy within the wavelength range of 0.8μm to 18μm.<br>An infrared temperature sensor is a photoelectric sensor that receives infrared radiation and converts it into an electrical signal, which is then processed through electronic circuit amplification, linearization, and signal processing to display or output temperature.<br>b. Maximum Distance and Size of the Measured Point.<br>The size of the target and the optical characteristics of the infrared thermometer determine the maximum distance between the target and the measurement head.<br>To avoid measurement errors, the target should ideally fill the field of view of the detector.<br>Therefore, the measured point should always be smaller than the object or at least the same size as the target.<br>C.<br>Ambient Temperature<br>The LT-02A series infrared temperature sensor can operate within an ambient temperature range of 0-60°C.<br>Otherwise, please select a cooling protection sleeve.<br>d. Lens Cleaning<br>The instrument's lens must be kept clean to avoid measurement errors or even lens damage caused by contaminants such as dust and smoke. If dust adheres to the lens, it can be wiped clean with lens paper dipped in anhydrous alcohol.<br>e. Electromagnetic Interference<br>To prevent electromagnetic interference, please ensure the following measures:<br>During installation, keep the infrared temperature sensor as far away as possible from sources of electromagnetic fields (such as electric motors, engines, high-power cables, etc.). If necessary, use a metal conduit.<br>4 Installation<br>a Mechanical Installation<br>The LT-02A series metal housing features an M18x1 thread, allowing for direct installation or installation via a mounting bracket. An adjustable mounting bracket facilitates easier adjustment of the measurement head.<br>When aligning the target with the measurement head, ensure the optical path is unobstructed.<br>b Electrical Installation Wiring<br>Table placeholder<br>For 4\~20mA analog signal output.<br>It uses a two-wire loop current output method. The connection to a display or controller has the following two typical applications (connection methods):<br>Display/controller internally provides 24V power supply<br>Image placeholder<br>5 Dimensions and Options<br>a. Dimensions<br>Image placeholder<br>Figure 5-1a Dimensions<br>Image placeholder<br>Figure 5-1b Dimensions<br>Image placeholder<br>Cooling Jacket Dimensions<br>Image placeholder<br>Air Purge Cooling Jacket<br>6 Packing List<br>Standard Accessories:<br>LT-02A series temperature sensor (with 1.5-meter cable), fixing nut, user manual.<br>Please check the product packaging for any damage. Immediately notify your local agent if any damage is found, and retain the damaged packaging for inspection.<br>You can find the product serial number on the product label.<br>Please provide the serial number when contacting customer service for maintenance, ordering parts, or repairs.<br>7 Maintenance<br>If you encounter any issues while using the LT-02A series temperature sensor, please contact our service department.<br>Our customer service team will provide technical support regarding temperature sensor setup, calibration procedures, and maintenance.<br>Experience shows that these issues can usually be resolved over the phone. Please contact our customer service before deciding to return the instrument.<br>8 Warranty<br>Each instrument undergoes quality inspection procedures. If any issues occur, contact your service provider immediately.<br>The instrument has a 12-month warranty from the date of shipment. After expiration, the manufacturer provides an additional 6-month warranty for repairs or component replacement.<br>Damage caused by unauthorized disassembly or improper use is not covered by the warranty.<br>During the warranty period, faulty instruments will be replaced, calibrated, or repaired free of charge, with shipping costs borne by the sender.<br>The manufacturer reserves the right to repair the instrument or replace components.<br>If the malfunction is due to user misuse, the user must bear the repair costs and may inquire about charges in advance. | LT-02A Infrared Thermometer Manual<br><span style="color: #3498db;">`#` </span>1 Introduction<br>Thank you for choosing the LT-02A series temperature sensor.<br>The infrared temperature sensor can calculate the surface temperature of an object by measuring the infrared radiation emitted by the target without contact.<br>Non-contact temperature measurement is the biggest advantage of infrared thermometers, allowing users to easily measure targets that are difficult to access or are moving.<br>The LT-02A series temperature sensor is an integrated infrared temperature sensor where the sensor, optical system, and electronic circuitry are all housed within a stainless steel casing.<br>The LT-02A series is easy to install, with standard threads on the metal casing for quick connection to mounting points.<br>Additionally, the LT-02A series offers various options (such as air purgers, mounting brackets, adjustable mounting brackets, air purge protection sleeves, etc.)<br>to meet the requirements of various working conditions.<br><span style="color: #3498db;">`#` </span>2 Parameter Description<br><span style="color: #3498db;">`##` </span>a. Basic Performance<br>Protection rating IP65 (NEMA-4)<br>Ambient temperature 0\~60°C<br>Storage temperature -20\~80°C<br>Relative humidity 10-95% (non-condensing)<br>Material Stainless steel<br>Cable length 1.5m (standard), other special specifications (customizable)<br><span style="color: #3498db;">`##` </span>b. Electrical Parameters<br>Operating power supply 24 VDC<br>Maximum current 50mA<br>Output signal 4\~20mA or 0-5V linear<br><span style="color: #3498db;">`##` </span>c. Measurement Parameters<br>Spectral range 8\~14μm<br>Temperature range 0\~200°C<br>Optical resolution 20:1<br>Response time 50 ms (95%)<br>Temperature measurement accuracy ±0.5% of reading or ±0.5°C, whichever is greater<br>Repeat accuracy ±0.5% of reading or ±0.5°C, whichever is greater Dimensions 113mm x φ18mm (length * diameter)<br>Emissivity 0.95 fixed<br><span style="color: #3498db;">`##` </span>d. Optical Path Diagram<br>Image placeholder<br><span style="color: #3498db;">`#` </span>3 Working Principle and Precautions<br><span style="color: #3498db;">`##` </span>a. Infrared Temperature Measurement Principle<br>All objects emit infrared energy, and the radiation intensity varies with temperature.<br>Infrared thermometers generally use infrared radiation energy within the wavelength range of 0.8μm to 18μm.<br>An infrared temperature sensor is a photoelectric sensor that receives infrared radiation and converts it into an electrical signal, which is then processed through electronic circuit amplification, linearization, and signal processing to display or output temperature.<br><span style="color: #3498db;">`##` </span>b. Maximum Distance and Size of the Measured Point.<br>The size of the target and the optical characteristics of the infrared thermometer determine the maximum distance between the target and the measurement head.<br>To avoid measurement errors, the target should ideally fill the field of view of the detector.<br>Therefore, the measured point should always be smaller than the object or at least the same size as the target.<br><span style="color: #3498db;">`##` </span>C.<br><span style="color: #3498db;">`##` </span>Ambient Temperature<br>The LT-02A series infrared temperature sensor can operate within an ambient temperature range of 0-60°C.<br>Otherwise, please select a cooling protection sleeve.<br><span style="color: #3498db;">`##` </span>d. Lens Cleaning<br>The instrument's lens must be kept clean to avoid measurement errors or even lens damage caused by contaminants such as dust and smoke.<br>If dust adheres to the lens, it can be wiped clean with lens paper dipped in anhydrous alcohol.<br><span style="color: #3498db;">`##` </span>e. Electromagnetic Interference<br>To prevent electromagnetic interference, please ensure the following measures:<br>During installation, keep the infrared temperature sensor as far away as possible from sources of electromagnetic fields (such as electric motors, engines, high-power cables, etc.).<br>If necessary, use a metal conduit.<br><span style="color: #3498db;">`#` </span>4 Installation<br><span style="color: #3498db;">`##` </span>a Mechanical Installation<br>The LT-02A series metal housing features an M18x1 thread, allowing for direct installation or installation via a mounting bracket.<br>An adjustable mounting bracket facilitates easier adjustment of the measurement head.<br>When aligning the target with the measurement head, ensure the optical path is unobstructed.<br><span style="color: #3498db;">`##` </span>b Electrical Installation Wiring<br>Table placeholder<br>For 4\~20mA analog signal output.<br>It uses a two-wire loop current output method.<br>The connection to a display or controller has the following two typical applications (connection methods):<br>Display/controller internally provides 24V power supply<br>Image placeholder<br><span style="color: #3498db;">`#` </span>5 Dimensions and Options<br><span style="color: #3498db;">`##` </span>a. Dimensions<br>Image placeholder<br>Figure 5-1a Dimensions<br>Image placeholder<br>Figure 5-1b Dimensions<br>Image placeholder<br>Cooling Jacket Dimensions<br>Image placeholder<br>Air Purge Cooling Jacket<br><span style="color: #3498db;">`#` </span>6 Packing List<br>Standard Accessories:<br>LT-02A series temperature sensor (with 1.5-meter cable), fixing nut, user manual.<br>Please check the product packaging for any damage.<br>Immediately notify your local agent if any damage is found, and retain the damaged packaging for inspection.<br>You can find the product serial number on the product label.<br>Please provide the serial number when contacting customer service for maintenance, ordering parts, or repairs.<br><span style="color: #3498db;">`#` </span>7 Maintenance<br>If you encounter any issues while using the LT-02A series temperature sensor, please contact our service department.<br>Our customer service team will provide technical support regarding temperature sensor setup, calibration procedures, and maintenance.<br>Experience shows that these issues can usually be resolved over the phone.<br>Please contact our customer service before deciding to return the instrument.<br><span style="color: #3498db;">`#` </span>8 Warranty<br>Each instrument undergoes quality inspection procedures.<br>If any issues occur, contact your service provider immediately.<br>The instrument has a 12-month warranty from the date of shipment.<br>After expiration, the manufacturer provides an additional 6-month warranty for repairs or component replacement.<br>Damage caused by unauthorized disassembly or improper use is not covered by the warranty.<br>During the warranty period, faulty instruments will be replaced, calibrated, or repaired free of charge, with shipping costs borne by the sender.<br>The manufacturer reserves the right to repair the instrument or replace components.<br>If the malfunction is due to user misuse, the user must bear the repair costs and may inquire about charges in advance.<br> |
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  > **Note**: For specialized tasks, in-domain post-training is further applied.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ [📃 License](LICENSE.txt) • [💻 Code](https://github.com/TencentCloudADP/youtu-tip/tree/master/youtu-llm) • [📑 Technical Report](https://arxiv.org/abs/2512.24618) • [📊 Benchmarks](#benchmarks) • [🚀 Getting Started](#quickstart) • [💡 Highlights](#highlights)
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  | **Text Segmentation📋** | LT-02A Infrared Thermometer Manual<br>1 Introduction<br>Thank you for choosing the LT-02A series temperature sensor.<br>The infrared temperature sensor can calculate the surface temperature of an object by measuring the infrared radiation emitted by the target without contact.<br>Non-contact temperature measurement is the biggest advantage of infrared thermometers, allowing users to easily measure targets that are difficult to access or are moving.<br>The LT-02A series temperature sensor is an integrated infrared temperature sensor where the sensor, optical system, and electronic circuitry are all housed within a stainless steel casing. The LT-02A series is easy to install, with standard threads on the metal casing for quick connection to mounting points. Additionally, the LT-02A series offers various options (such as air purgers, mounting brackets, adjustable mounting brackets, air purge protection sleeves, etc.) to meet the requirements of various working conditions.<br>2 Parameter Description<br>a. Basic Performance<br>Protection rating IP65 (NEMA-4)<br>Ambient temperature 0\~60°C<br>Storage temperature -20\~80°C<br>Relative humidity 10-95% (non-condensing)<br>Material Stainless steel<br>Cable length 1.5m (standard), other special specifications (customizable)<br>b. Electrical Parameters<br>Operating power supply 24 VDC<br>Maximum current 50mA<br>Output signal 4\~20mA or 0-5V linear<br>c. Measurement Parameters<br>Spectral range 8\~14μm<br>Temperature range 0\~200°C<br>Optical resolution 20:1<br>Response time 50 ms (95%)<br>Temperature measurement accuracy ±0.5% of reading or ±0.5°C, whichever is greater<br>Repeat accuracy ±0.5% of reading or ±0.5°C, whichever is greater Dimensions 113mm x φ18mm (length * diameter)<br>Emissivity 0.95 fixed<br>d. Optical Path Diagram<br>Image placeholder<br>3 Working Principle and Precautions<br>a. Infrared Temperature Measurement Principle<br>All objects emit infrared energy, and the radiation intensity varies with temperature.<br>Infrared thermometers generally use infrared radiation energy within the wavelength range of 0.8μm to 18μm.<br>An infrared temperature sensor is a photoelectric sensor that receives infrared radiation and converts it into an electrical signal, which is then processed through electronic circuit amplification, linearization, and signal processing to display or output temperature.<br>b. Maximum Distance and Size of the Measured Point.<br>The size of the target and the optical characteristics of the infrared thermometer determine the maximum distance between the target and the measurement head.<br>To avoid measurement errors, the target should ideally fill the field of view of the detector.<br>Therefore, the measured point should always be smaller than the object or at least the same size as the target.<br>C.<br>Ambient Temperature<br>The LT-02A series infrared temperature sensor can operate within an ambient temperature range of 0-60°C.<br>Otherwise, please select a cooling protection sleeve.<br>d. Lens Cleaning<br>The instrument's lens must be kept clean to avoid measurement errors or even lens damage caused by contaminants such as dust and smoke. If dust adheres to the lens, it can be wiped clean with lens paper dipped in anhydrous alcohol.<br>e. Electromagnetic Interference<br>To prevent electromagnetic interference, please ensure the following measures:<br>During installation, keep the infrared temperature sensor as far away as possible from sources of electromagnetic fields (such as electric motors, engines, high-power cables, etc.). If necessary, use a metal conduit.<br>4 Installation<br>a Mechanical Installation<br>The LT-02A series metal housing features an M18x1 thread, allowing for direct installation or installation via a mounting bracket. An adjustable mounting bracket facilitates easier adjustment of the measurement head.<br>When aligning the target with the measurement head, ensure the optical path is unobstructed.<br>b Electrical Installation Wiring<br>Table placeholder<br>For 4\~20mA analog signal output.<br>It uses a two-wire loop current output method. The connection to a display or controller has the following two typical applications (connection methods):<br>Display/controller internally provides 24V power supply<br>Image placeholder<br>5 Dimensions and Options<br>a. Dimensions<br>Image placeholder<br>Figure 5-1a Dimensions<br>Image placeholder<br>Figure 5-1b Dimensions<br>Image placeholder<br>Cooling Jacket Dimensions<br>Image placeholder<br>Air Purge Cooling Jacket<br>6 Packing List<br>Standard Accessories:<br>LT-02A series temperature sensor (with 1.5-meter cable), fixing nut, user manual.<br>Please check the product packaging for any damage. Immediately notify your local agent if any damage is found, and retain the damaged packaging for inspection.<br>You can find the product serial number on the product label.<br>Please provide the serial number when contacting customer service for maintenance, ordering parts, or repairs.<br>7 Maintenance<br>If you encounter any issues while using the LT-02A series temperature sensor, please contact our service department.<br>Our customer service team will provide technical support regarding temperature sensor setup, calibration procedures, and maintenance.<br>Experience shows that these issues can usually be resolved over the phone. Please contact our customer service before deciding to return the instrument.<br>8 Warranty<br>Each instrument undergoes quality inspection procedures. If any issues occur, contact your service provider immediately.<br>The instrument has a 12-month warranty from the date of shipment. After expiration, the manufacturer provides an additional 6-month warranty for repairs or component replacement.<br>Damage caused by unauthorized disassembly or improper use is not covered by the warranty.<br>During the warranty period, faulty instruments will be replaced, calibrated, or repaired free of charge, with shipping costs borne by the sender.<br>The manufacturer reserves the right to repair the instrument or replace components.<br>If the malfunction is due to user misuse, the user must bear the repair costs and may inquire about charges in advance. | LT-02A Infrared Thermometer Manual<br><span style="color: #3498db;">`#` </span>1 Introduction<br>Thank you for choosing the LT-02A series temperature sensor.<br>The infrared temperature sensor can calculate the surface temperature of an object by measuring the infrared radiation emitted by the target without contact.<br>Non-contact temperature measurement is the biggest advantage of infrared thermometers, allowing users to easily measure targets that are difficult to access or are moving.<br>The LT-02A series temperature sensor is an integrated infrared temperature sensor where the sensor, optical system, and electronic circuitry are all housed within a stainless steel casing.<br>The LT-02A series is easy to install, with standard threads on the metal casing for quick connection to mounting points.<br>Additionally, the LT-02A series offers various options (such as air purgers, mounting brackets, adjustable mounting brackets, air purge protection sleeves, etc.)<br>to meet the requirements of various working conditions.<br><span style="color: #3498db;">`#` </span>2 Parameter Description<br><span style="color: #3498db;">`##` </span>a. Basic Performance<br>Protection rating IP65 (NEMA-4)<br>Ambient temperature 0\~60°C<br>Storage temperature -20\~80°C<br>Relative humidity 10-95% (non-condensing)<br>Material Stainless steel<br>Cable length 1.5m (standard), other special specifications (customizable)<br><span style="color: #3498db;">`##` </span>b. Electrical Parameters<br>Operating power supply 24 VDC<br>Maximum current 50mA<br>Output signal 4\~20mA or 0-5V linear<br><span style="color: #3498db;">`##` </span>c. Measurement Parameters<br>Spectral range 8\~14μm<br>Temperature range 0\~200°C<br>Optical resolution 20:1<br>Response time 50 ms (95%)<br>Temperature measurement accuracy ±0.5% of reading or ±0.5°C, whichever is greater<br>Repeat accuracy ±0.5% of reading or ±0.5°C, whichever is greater Dimensions 113mm x φ18mm (length * diameter)<br>Emissivity 0.95 fixed<br><span style="color: #3498db;">`##` </span>d. Optical Path Diagram<br>Image placeholder<br><span style="color: #3498db;">`#` </span>3 Working Principle and Precautions<br><span style="color: #3498db;">`##` </span>a. Infrared Temperature Measurement Principle<br>All objects emit infrared energy, and the radiation intensity varies with temperature.<br>Infrared thermometers generally use infrared radiation energy within the wavelength range of 0.8μm to 18μm.<br>An infrared temperature sensor is a photoelectric sensor that receives infrared radiation and converts it into an electrical signal, which is then processed through electronic circuit amplification, linearization, and signal processing to display or output temperature.<br><span style="color: #3498db;">`##` </span>b. Maximum Distance and Size of the Measured Point.<br>The size of the target and the optical characteristics of the infrared thermometer determine the maximum distance between the target and the measurement head.<br>To avoid measurement errors, the target should ideally fill the field of view of the detector.<br>Therefore, the measured point should always be smaller than the object or at least the same size as the target.<br><span style="color: #3498db;">`##` </span>C.<br><span style="color: #3498db;">`##` </span>Ambient Temperature<br>The LT-02A series infrared temperature sensor can operate within an ambient temperature range of 0-60°C.<br>Otherwise, please select a cooling protection sleeve.<br><span style="color: #3498db;">`##` </span>d. Lens Cleaning<br>The instrument's lens must be kept clean to avoid measurement errors or even lens damage caused by contaminants such as dust and smoke.<br>If dust adheres to the lens, it can be wiped clean with lens paper dipped in anhydrous alcohol.<br><span style="color: #3498db;">`##` </span>e. Electromagnetic Interference<br>To prevent electromagnetic interference, please ensure the following measures:<br>During installation, keep the infrared temperature sensor as far away as possible from sources of electromagnetic fields (such as electric motors, engines, high-power cables, etc.).<br>If necessary, use a metal conduit.<br><span style="color: #3498db;">`#` </span>4 Installation<br><span style="color: #3498db;">`##` </span>a Mechanical Installation<br>The LT-02A series metal housing features an M18x1 thread, allowing for direct installation or installation via a mounting bracket.<br>An adjustable mounting bracket facilitates easier adjustment of the measurement head.<br>When aligning the target with the measurement head, ensure the optical path is unobstructed.<br><span style="color: #3498db;">`##` </span>b Electrical Installation Wiring<br>Table placeholder<br>For 4\~20mA analog signal output.<br>It uses a two-wire loop current output method.<br>The connection to a display or controller has the following two typical applications (connection methods):<br>Display/controller internally provides 24V power supply<br>Image placeholder<br><span style="color: #3498db;">`#` </span>5 Dimensions and Options<br><span style="color: #3498db;">`##` </span>a. Dimensions<br>Image placeholder<br>Figure 5-1a Dimensions<br>Image placeholder<br>Figure 5-1b Dimensions<br>Image placeholder<br>Cooling Jacket Dimensions<br>Image placeholder<br>Air Purge Cooling Jacket<br><span style="color: #3498db;">`#` </span>6 Packing List<br>Standard Accessories:<br>LT-02A series temperature sensor (with 1.5-meter cable), fixing nut, user manual.<br>Please check the product packaging for any damage.<br>Immediately notify your local agent if any damage is found, and retain the damaged packaging for inspection.<br>You can find the product serial number on the product label.<br>Please provide the serial number when contacting customer service for maintenance, ordering parts, or repairs.<br><span style="color: #3498db;">`#` </span>7 Maintenance<br>If you encounter any issues while using the LT-02A series temperature sensor, please contact our service department.<br>Our customer service team will provide technical support regarding temperature sensor setup, calibration procedures, and maintenance.<br>Experience shows that these issues can usually be resolved over the phone.<br>Please contact our customer service before deciding to return the instrument.<br><span style="color: #3498db;">`#` </span>8 Warranty<br>Each instrument undergoes quality inspection procedures.<br>If any issues occur, contact your service provider immediately.<br>The instrument has a 12-month warranty from the date of shipment.<br>After expiration, the manufacturer provides an additional 6-month warranty for repairs or component replacement.<br>Damage caused by unauthorized disassembly or improper use is not covered by the warranty.<br>During the warranty period, faulty instruments will be replaced, calibrated, or repaired free of charge, with shipping costs borne by the sender.<br>The manufacturer reserves the right to repair the instrument or replace components.<br>If the malfunction is due to user misuse, the user must bear the repair costs and may inquire about charges in advance.<br> |
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  > **Note**: For specialized tasks, in-domain post-training is further applied.
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+
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+
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+ ## Citation
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+ If you find our work useful in your research, please consider citing the following paper:
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+
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+ @article{youtu-llm,
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+ title={Youtu-LLM: Unlocking the Native Agentic Potential for Lightweight Large Language Models},
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+ author={Tencent Youtu Lab},
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+ year={2025},
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+ eprint={2512.24618},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.CL},
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+ url={https://arxiv.org/abs/2512.24618},
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+ }