Author name: Manan Gupta, Dhruv Kumar

Latent Phase-Shift Rollback: Inference-Time Error Correction via Residual Stream Monitoring and KV-Cache Steering

Manan Gupta, Dhruv Kumar / April 21, 2026

arXiv:2604.18567v1 Announce Type: cross
Abstract: Large language models frequently commit unrecoverable reasoning errors mid-generation: once a wrong step is taken, subsequent tokens compound the mistake rather than correct it. We introduce $\textbf{L…

cs.AI, cs.CL, cs.LG

Diagnosing LLM Judge Reliability: Conformal Prediction Sets and Transitivity Violations

Manan Gupta, Dhruv Kumar / April 17, 2026

arXiv:2604.15302v1 Announce Type: cross
Abstract: LLM-as-judge frameworks are increasingly used for automatic NLG evaluation, yet their per-instance reliability remains poorly understood. We present a two-pronged diagnostic toolkit applied to SummEval…