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cs.CL2026
LoopCD: Loop-wise Contrastive Decoding for Improving Reasoning in Looped Language Models
Byeongho Yu, Junhyuk So, Eunhyeok Park
Looped Language Models (LoopLMs) perform "latent reasoning" by recursively refining internal latent representations with shared weights, offering a more effective alternative to ex…
cs.AI2026
Beyond Confidence: Test-Time Scaling for Multi-Turn Search Agents via Retrieval Grounding
Hyunho Kook, Junhyuk So, Tianyu Fu +2
Confidence-based voting aggregates parallel LLM rollouts by weighting each with internal signals such as token log probabilities, and has been actively studied for single-turn reas…