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S. Suresh

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#artificial intelligence Preprint Oct 2026

The Format is the Filter: Scoring Format Fixes What an LLM Judge Can Express

When an LLM judge filters instruction-tuning data, its scoring format (binary verdict, 1--5 rating, 0--100 score, or comparison) is rarely justified or ablated. Holding the candidate pool, judge prompt, decoding and selection budget fixed, we score 15,406 UltraFeedback candidates under five formats with three judges, c...

Lovedeep Gondara, Jekaterina Novikova, S. Suresh et al. · 0 citations
Jul 2026

Biosorption potential of fungal biomass for heavy metal detoxification and chromium (VI) toxicity mitigation in agroecosystems

Overall, A. niger biomass demonstrates strong potential as an eco-friendly and cost-effective biosorbent for Mn2+ and Cr(VI) removal from contaminated wastewater, supporting sustainable agriculture and environmental management.

F. Dejene, N. Darota, F. Wubishet et al. · 2 citations · ⚡1

A Coin Flip Per Token: Bernoulli Sparse Steering of Large Language Models

Stochastic Token Steering (STS), which gates each token independently with probability $p$, and Stochastic Block Steering (SBS), which gates a leading window once per sequence are introduced; neither requires a reward model or learned gating policy.

Nima Eshraghi, Lovedeep Gondara, Yuqing Huang et al. · 0 citations

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