2 papers
cs.CL2026
One Model to Loop Them All: Elastic Latent Recurrence for Language Models
Faisal Ladhak, Shantanu Acharya, Santiago Akle Serano +3
A latent recurrent language model applies a shared block of layers repeatedly, so one checkpoint can trade inference compute for accuracy by changing the loop count. At one loop, h…
cs.PL2025
L0-Reasoning Bench: Evaluating Procedural Correctness in Language Models via Simple Program Execution
Simeng Sun, Cheng-Ping Hsieh, Faisal Ladhak +3
Complex reasoning tasks often rely on the ability to consistently and accurately apply simple rules across incremental steps, a foundational capability which we term "level-0" reas…