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Jayant Taneja

2 accepted papers

2026

THE PATH OF LEAST RESISTANCE: GUIDING LLM REASONING TRAJECTORIES WITH PREFIX CONSENSUS

ICLR 2026poster

Large language models achieve strong reasoning performance, but inference strategies such as Self-Consistency (SC) are computationally expensive, as they fully expand all reasoning traces. We introduce PoLR (Path of Least Resistance), the first inference-time method to leverage prefix self-consisten…

Cited by 0SourceScholar
2025

Offloaded Reasoning: Efficient Inference for Large Language Models via Modular Reasoning and Refinement

EMNLP 2025

Large language models (LLMs) demonstrate strong reasoning capabilities but are expensive to run at inference time, limiting their practical deployment. We propose Offloaded Reasoning (OR), a modular strategy where a lightweight model generates intermediate reasoning traces that are then used by a la

Cited by 0SourcePDFScholar