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Academic · 1 min

The Diminishing Returns of Early-Exit Decoding in Modern LLMs

arXiv:2603.23701v1 Announce Type: new Abstract: In Large Language Model (LLM) inference, early-exit refers to stopping computation at an intermediate layer once the prediction is sufficiently …

Rui Wei, Rui Du, Hanfei Yu, Devesh Tiwari, Jian Li, Zhaozhuo Xu, Hao Wang
20 views
Academic · 1 min

IslamicMMLU: A Benchmark for Evaluating LLMs on Islamic Knowledge

arXiv:2603.23750v1 Announce Type: new Abstract: Large language models are increasingly consulted for Islamic knowledge, yet no comprehensive benchmark evaluates their performance across core Islamic disciplines. …

Ali Abdelaal, Mohammed Nader Al Haffar, Mahmoud Fawzi, Walid Magdy
20 views
Academic · 1 min

Language Model Planners do not Scale, but do Formalizers?

arXiv:2603.23844v1 Announce Type: new Abstract: Recent work shows overwhelming evidence that LLMs, even those trained to scale their reasoning trace, perform unsatisfactorily when solving planning …

Owen Jiang, Cassie Huang, Ashish Sabharwal, Li Zhang
6 views