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cs.CL2026
Your Benchmark Is Not Saturated: Reviving Multiple-Choice Evaluation with Answer Pooling
Mohamed Eltahir, Abobaker Ahmed, Nawaf Barebood +3
Multiple-choice benchmarks are cheap to grade and are running out of room, and the standard remedy, writing harder items, is slow and repeated for every benchmark. A saturated benc…
cs.CL2026
The Model Knows When to Stop: Training-Free Early Stopping for Long-Context Reading
Muath Alyobi, Mohamed Eltahir, Almoayyad Abuljdail +3
Language models often process long inputs sequentially in chunks, but continuing to read after sufficient evidence has been acquired wastes computation. Existing stopping mechanism…