Abstract: Techniques for finetuning a large language model (LLM) are described. The finetuned LLM is generated by sequentially tuning a trained LLM using: (i) pairs of questions and corresponding context received from at least one source different from the trained LLM; and (ii) the questions without the context. The finetuned LLM may be used to generate an answer to a question, and user feedback and context may be used to update a trained machine learning (ML) configured to determine context for input to the finetuned LLM at inference. The updated trained ML model may thereafter process a question to determine context usable to answer the question; the question and the context may be processed by the finetuned LLM to determine an answer to the question; and the question, context, and answer may be used to further finetune the LLM.

Abstract: Particular embodiments are directed to a payment service system associated with a payment service for facilitating recurring payment transactions to an external service utilizing a payment application. The payment service system receives a request to execute a payment transaction between a payor and a payee. The payment service system identifies, based on an identifier associated with the payee, a payee type for the payee, the payee type corresponding to a service provider having a payee account external to the payment service. The payment service system generates, based on the identified payee type for the payee, a transaction flow for executing the payment transaction, in which the transaction flow includes a customized sequence of user interactions to be performed to complete an execution to a payee having an account external to the payment service. In response to receiving one or more user inputs, the payment service system executes the payment transaction.

Abstract: A process for converting pyrolysis effluent stream into hydrocarbon products. Waste plastics are pyrolyzed at high temperature in a pyrolysis reactor to obtain a plastic pyrolysis effluent stream. The plastic pyrolysis effluent stream is further sent to a steam cracking unit for the separation of plastic pyrolysis effluent stream into a C5+ hydrocarbon stream and a C4 hydrocarbon stream. The pyrolysis reactor is operated at a to obtain hydrocarbon products of high value.

Abstract: A process for converting pyrolysis effluent stream into hydrocarbon products. Waste plastics are pyrolyzed at high temperature in a pyrolysis reactor to obtain a plastic pyrolysis effluent stream. The plastic pyrolysis effluent stream is further sent to a steam cracking unit for the separation of plastic pyrolysis effluent stream into a C5+ hydrocarbon stream and a C4 hydrocarbon stream. The pyrolysis reactor is operated at a to obtain hydrocarbon products of high value.

Abstract: Embodiments of the invention include a package for a light emitting diode (LED). The package includes a lead frame, an LED, and an optically reflective but electrically non-conductive molding. The lead frame has a first lead frame part and a second lead frame part electrically isolated from the first lead frame part, each lead frame part having at least one raised pillar. The molding is disposed over the lead frame except over the pillars of the lead frame. The LED is mounted on at least one pillar and is electrically coupled to at least one pillar. The molding serves the purpose of a highly reflective, electrically conductive material like silver without being subject to tarnishing.

Abstract: Embodiments of the invention include a package for a light emitting diode (LED). The package includes a lead frame, an LED, and an optically reflective but electrically non-conductive molding. The lead frame has a first lead frame part and a second lead frame part electrically isolated from the first lead frame part, each lead frame part having at least one raised pillar. The molding is disposed over the lead frame except over the pillars of the lead frame. The LED is mounted on at least one pillar and is electrically coupled to at least one pillar. The molding serves the purpose of a highly reflective, electrically conductive material like silver without being subject to tarnishing.

Abstract: A method of manufacture of a brick moulding system for window frames and door frames includes providing a frame member which is used to form a frame to accommodate a variety of styles of window or doors in accordance with customer requirements. The frame member has a female brick moulding attachment receptacle. A plurality of brick moulding variations is provided, all of which have a male coupling engageable with the female brick moulding receptacle. An order is received from a customer for a selected style of frame with a selected style of brick moulding. Lengths of the frame member are secured together to form the selected style of frame and in the process of forming the frame the male coupling of the selected style of brick moulding is inserted into the femal brick moulding receptacle.

Abstract: A method of manufacture of a brick molding system for window frames and door frames includes providing a frame member which is used to form a frame to accommodate a variety of styles of window or doors in accordance with customer requirements. The frame member has a female brick molding attachment receptacle. A plurality of brick molding variations is provided, all of which have a male coupling engageable with the female brick molding receptacle. An order is received from a customer for a selected style of frame with a selected style of brick molding. Lengths of the frame member are secured together to form the selected style of frame and in the process of forming the frame the male coupling of the selected style of brick molding is inserted into the female brick molding receptacle.

Abstract: A system and method for aligning multilingual content and indexing multilingual documents, to a computer readable data storage medium having stored thereon computer code means for indexing multilingual documents, to a system for presenting multilingual content. The method for aligning multilingual content and indexing multilingual documents comprises the steps of generating multiple bilingual terminology databases, wherein each bilingual terminology database associates respective terms in a pivot language with one or more terms in another language; and combining the multiple bilingual terminology databases to form a multilingual terminology database, wherein the multilingual terminology database associates terms in different languages via the pivot language terms.

Abstract: A method of manufacture of a brick moulding system for window frames and door frames includes providing a frame member which is used to form a frame to accommodate a variety of styles of window or doors in accordance with customer requirements. The frame member has a female brick moulding attachment receptacle. A plurality of brick moulding variations is provided, all of which have a male coupling engageable with the female brick moulding receptacle. An order is received from a customer for a selected style of frame with a selected style of brick moulding. Lengths of the frame member are secured together to form the selected style of frame and in the process of forming the frame the male coupling of the selected style of brick moulding is inserted into the female brick moulding receptacle.