2 papers
cs.CL2026
Same-Number Citation Swaps: Stress-Testing Jev as a Financial Evidence Judge
Chuhong Xu, Bo Su, Ziyao Chen +3
Financial reports repeat values across periods, metrics and accounting lines, allowing an LLM-generated calculation to be numerically correct while citing the wrong financial role.…
cs.AI2026
GGUF-Metadata Prediction of Single-Sequence llama.cpp Throughput Across Three Systems
Xinyu Qiu, Chuhong Xu, Bo Su +3
We predict single-sequence model throughput from GGUF metadata using roofline-shaped predictors with quantization-specific scale factors fitted on reference models. The scored coho…