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cs.CL2026
StepCOPS: Closed-Testing Lower-Tail Certificates for Language-Model Policy Selection
Ibne Farabi Shihab, Sanjeda Akter, Anuj Sharma
Post-training pipelines must select one language-model policy from many checkpoints, prompts, and decoding rules. Mean evaluator scores can conceal rare failures, whereas simultane…
cs.CL2026
Adaptive Constraint Propagation: Scaling Structured Inference for Large Language Models via Meta-Reinforcement Learning
Ibne Farabi Shihab, Sanjeda Akter, Anuj Sharma
Large language models increasingly require structured inference, from JSON schema enforcement to multi-lingual parsing, where outputs must satisfy complex constraints. We introduce…