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 steer language models away from unnecessary clarification questions
Researchers report that steering internal computations flipped 72-100% of unnecessary clarification questions in held-out tests across five eligible language models. Their preprint studied a controlled agent environment in which r...
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...
Preprint reports more accurate four-bit inference using shift-and-add arithmetic
Researchers report a four-bit language-model quantization method that replaces multiplication with integer shifts and additions while retaining performance close to a conventional integer baseline. Their preprint introduces a fine...