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cs.AI2026
Beyond the Verdict: Agentic Code Judging with Verifiable Feedback
Zheye Deng, Sha Li, Changlong Yu +4
Test-time scaling for large language models (LLMs) can involve generating multiple candidate solutions for selection or revising an earlier attempt. To guide selection and revision…
cs.AI2026
CounterRoute: Self-Routed Reasoning via Hierarchical Counterfactual Credit Assignment
Ruochen Jiao, Besnik Fetahu, Zhenyu Shi +1
Reasoning-capable language models often produce long chains of thought when direct answers suffice, wasting inference compute. Dual-mode models offer both thinking and direct-answe…