A 12 months in the past we evaluated Rockset on the Star Schema Benchmark (SSB), an industry-standard benchmark used to measure the question efficiency of analytical databases. Subsequently, Altinity printed ClickHouse’s outcomes on the SSB. Just lately, Indicate printed revised Apache Druid outcomes on the SSB with denormalized numbers. With all of the efficiency enhancements…
The discharge of the newest model of the Salesforce Embedding Mannequin (SFR-embedding-v2) marks a big milestone in NLP. This new mannequin has reclaimed the top-1 place on the HuggingFace MTEB benchmark, demonstrating Salesforce’s continued dedication to advancing AI applied sciences. Key Highlights of the SFR-embedding-v2 mannequin launch: Prime Efficiency on…
Information curation is crucial for creating high-quality coaching datasets for language fashions. This course of contains methods resembling deduplication, filtering, and knowledge mixing, which improve the effectivity and accuracy of fashions. The objective is to create datasets that enhance the efficiency of fashions throughout varied duties, from pure language understanding to advanced reasoning. A big…
Temporal reasoning entails understanding and deciphering the relationships between occasions over time, a vital functionality for clever methods. This area of analysis is important for growing AI that may deal with duties starting from pure language processing to decision-making in dynamic environments. AI can carry out advanced operations like scheduling, forecasting, and historic knowledge evaluation…
A scientific and multifaceted analysis strategy is required to judge a Massive Language Mannequin’s (LLM) proficiency in a given capability. This methodology is critical to exactly pinpoint the mannequin’s limitations and potential areas of enhancement. The analysis of LLMs turns into more and more tough as their evolution turns into extra complicated, and they’re unable…
Introduction We repeatedly improve the efficiency of Rockset and consider completely different {hardware} choices to search out the one with the most effective price-performance for streaming ingestion and low-latency queries. On account of ongoing efficiency enhancements, we launched software program that leverages third Gen Intel® Xeon® Scalable processors, codenamed Ice Lake. With the transfer to…
Rockset is a database used for real-time search and analytics on streaming information. In eventualities involving analytics on large information streams, we’re typically requested the utmost throughput and lowest information latency Rockset can obtain and the way it stacks as much as different databases. To search out out, we determined to check the streaming ingestion…
Symflower has lately launched DevQualityEval, an modern analysis benchmark and framework designed to raise the code high quality generated by giant language fashions (LLMs). This launch will enable builders to evaluate and enhance LLMs’ capabilities in real-world software program growth eventualities. DevQualityEval gives a standardized benchmark and framework that permits builders to measure & examine…
