Study finds cheaper claim verification carries higher unsupported-claim acceptance
Researchers report in a preprint that combining a cheaper claim verifier with a frontier language model scored 74.10 at USD 2.92 per thousand claims, against 73.83 at USD 8.93 for the frontier model alone. The system sends some cl...
Researchers report lower-cost training for LLM information gathering
Researchers report in a preprint that training language models to select questions using information-gain rewards improved performance on Twenty Questions at substantially lower computational cost than the experimental-design base...
Researchers report 66 faults in six software security testing tools
Researchers report that LLM4SAST, a framework for testing software security scanners, identified 66 unique faults across six tools. Developers confirmed or fixed 32 after receiving reports, according to the arXiv preprint. The fr...
Researchers report lower quantum circuit resource needs with LLM-guided search
Researchers report in an arXiv preprint that a search framework using large language models discovered quantum circuits requiring fewer Toffoli gates and qubits than prior designs in seven of eight tasks. The models propose circui...
Nvidia offers Muse Spark Open weights and NIM deployment container
Nvidia says developers can download Meta's Muse Spark Open in NVFP4 format from Hugging Face and deploy it through a downloadable Nvidia NIM container. The container automatically selects a serving backend and numerical precision ...
Snowflake and Lumen plan private network path for regulated enterprise data
Snowflake and Lumen Technologies plan to connect distributed enterprise data to Snowflake over Lumen's private network, targeting regulated industries such as healthcare, finance, telecom and government. Snowflake's Data Connecti...
